{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f3214ea4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1b6d766d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>房屋面积</th>\n",
       "      <th>建造时间</th>\n",
       "      <th>区域</th>\n",
       "      <th>房价(/㎡)</th>\n",
       "      <th>总价(万)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>80.46㎡</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>天府新区</td>\n",
       "      <td>17276元/㎡</td>\n",
       "      <td>139.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88.08㎡</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>锦江</td>\n",
       "      <td>19278元/㎡</td>\n",
       "      <td>169.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84.73㎡</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>锦江</td>\n",
       "      <td>18294元/㎡</td>\n",
       "      <td>155.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>108㎡</td>\n",
       "      <td>NaN</td>\n",
       "      <td>双流</td>\n",
       "      <td>21019元/㎡</td>\n",
       "      <td>227.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>85.27㎡</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>金牛</td>\n",
       "      <td>14660元/㎡</td>\n",
       "      <td>125.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     房屋面积    建造时间    区域    房价(/㎡)  总价(万)\n",
       "0  80.46㎡  2018.0  天府新区  17276元/㎡  139.0\n",
       "1  88.08㎡  2014.0    锦江  19278元/㎡  169.8\n",
       "2  84.73㎡  2018.0    锦江  18294元/㎡  155.0\n",
       "3    108㎡     NaN    双流  21019元/㎡  227.0\n",
       "4  85.27㎡  2017.0    金牛  14660元/㎡  125.0"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('成都各地区房价.csv')\n",
    "\n",
    "# 显示前几行数据\n",
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "30413ee3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 627 entries, 0 to 626\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   房屋面积    627 non-null    object \n",
      " 1   建造时间    607 non-null    float64\n",
      " 2   区域      627 non-null    object \n",
      " 3   房价(/㎡)  627 non-null    object \n",
      " 4   总价(万)   627 non-null    float64\n",
      "dtypes: float64(2), object(3)\n",
      "memory usage: 24.6+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "40920c43",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 607 entries, 0 to 626\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   房屋面积    607 non-null    float64\n",
      " 1   建造时间    607 non-null    float64\n",
      " 2   区域      607 non-null    object \n",
      " 3   房价(/㎡)  607 non-null    float64\n",
      " 4   总价(万)   607 non-null    float64\n",
      "dtypes: float64(4), object(1)\n",
      "memory usage: 28.5+ KB\n"
     ]
    }
   ],
   "source": [
    "# 删除包含缺失值的行\n",
    "data = data.dropna()\n",
    "\n",
    "# 去除“㎡”和“元/㎡”符号，并将其转换为数值类型\n",
    "data['房屋面积'] = data['房屋面积'].str.replace('㎡', '').astype(float)\n",
    "data['房价(/㎡)'] = data['房价(/㎡)'].str.replace('元/㎡', '').astype(float)\n",
    "\n",
    "# 将“总价(万)”转换为数值类型\n",
    "data['总价(万)'] = data['总价(万)'].astype(float)\n",
    "\n",
    "# 显示清洗后的数据类型和前几行数据\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a88e30e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>房屋面积</th>\n",
       "      <th>建造时间</th>\n",
       "      <th>区域</th>\n",
       "      <th>房价(/㎡)</th>\n",
       "      <th>总价(万)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>80.46</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>天府新区</td>\n",
       "      <td>17276.0</td>\n",
       "      <td>139.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88.08</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>锦江</td>\n",
       "      <td>19278.0</td>\n",
       "      <td>169.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84.73</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>锦江</td>\n",
       "      <td>18294.0</td>\n",
       "      <td>155.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>85.27</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>金牛</td>\n",
       "      <td>14660.0</td>\n",
       "      <td>125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>95.34</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>天府新区</td>\n",
       "      <td>15629.0</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    房屋面积    建造时间    区域   房价(/㎡)  总价(万)\n",
       "0  80.46  2018.0  天府新区  17276.0  139.0\n",
       "1  88.08  2014.0    锦江  19278.0  169.8\n",
       "2  84.73  2018.0    锦江  18294.0  155.0\n",
       "4  85.27  2017.0    金牛  14660.0  125.0\n",
       "5  95.34  2018.0  天府新区  15629.0  149.0"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cccefe7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "# 支持中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "\n",
    "# 绘制每平米价格分布的直方图和核密度图\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.histplot(data['房价(/㎡)'], bins=30, kde=True, color='skyblue', edgecolor='black')\n",
    "plt.title('成都二手房每平米价格分布', fontsize=15)\n",
    "plt.xlabel('每平米价格 (元)', fontsize=12)\n",
    "plt.ylabel('房源数量', fontsize=12)\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "036787f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z2WSxWHTo0CFZLBbZbDZXlwQAAAAAANyYp6sLQNESEhIUFxentLQ0x2Oz2ayIiAiFhoa6uDrg/2RnZ+vIkSOG98/NzdWJEyd08OBBeXoa/zbk5+cnHx+fkpQIAAAAACglhEnlVEJCgmJjYxUSEqIRI0Zo7969uvbaa7Vu3TrFxsYqMjKSQAnlxpEjRzR58uRiP2/Tpk3F2n/y5Mlq2rRpsc8DAAAAACg9hEnlkM1mU1xcnEJCQhQVFaW8vDxZLBYFBgYqKipKMTExWrZsmdq2bSuTiSsV4Xp+fn7FCpMOHTqkefPm6eGHH1ZAQECxzgMAAAAAcC3CpHLIYrEoLS1No0aNkslkUl5enmPMZDIpLCxML7/8siwWi1q1auXCSoGzfHx8ijVjKDc3V9LZcIiZRgAAAABwZWFaSzmUnp4uSfL39y90vHHjxk77AQAAAAAAXC7MTCqHatasKUk6fPiwWrRoUWA8JSXFaT8AAIAL4UYJAACgNBEmlUNBQUEym81avXq1oqKinMZsNptWr16tevXqKSgoyEUVAgBQ/uTf/fRKVNa1c6MEAABQmgiTyiGTyaSIiAjFxsYqJiZGwcHB+uOPP7Rp0yYlJSUpMTFRkZGRLL4NAMA5Vq1a5eoSyi1ulAAAAEoTYVI5FRoaqttvv13r16/Xrl27JEk7d+6UyWTS7bffrtDQUNcWCABAOdOvXz+ZzWZXl1EiaWlpZRqGcaMEAABQmgiTyqmEhAStW7dObdq0UXBwsCwWi4KCgpSUlKR169YpMDCQQAkAgHOYzWY1bNjQ1WUAAABUeIRJ5ZDNZlNcXJxCQkIUFRWlvLw8nTlzRrfddpt69uypmJgYLVu2TG3btuVSNwAAAAAAcFmRRJRDFotFaWlpCgsLk81mU3x8vHbt2qX4+HjZbDaFhYUpNTVVFovF1aUCAAAAAAA3w8ykcig9PV2StGPHDk2dOlU2m02SdODAAa1cuVLdu3d32g8AAAAAAOByIUwqh2rWrClJio+PV40aNRQeHq60tDSZzWZ98cUXio+Pd9oPAAAAAADgcuEyt3IoMDBQkuTp6ak33nhDt956q3x9fXXrrbfqjTfekKenp9N+AAAAAAAAlwthUjm0adMmSWdvyztr1iwlJyfLarUqOTlZs2bNctyuN38/AAAAAACAy4UwqRz6999/JUnDhw/X4cOHNX36dK1evVrTp09XSkqKHnzwQaf9AAAAAAAALhfWTHKB7OxsHTlypMjx/MvY0tLSNHr0aP3+++/6+eef1bZtWzVv3lw///yzY78//vijyOP4+fnJx8enVGsHAAAAAADujTDJBY4cOaLJkydfdL8vv/xSX375peNxUlKS0/j69eu1fv36Ip8/efJkNW3atKRlAgAAAAAAFECY5AJ+fn4XDZM2bNig//73v6pataquv/56bdu2TTfffLN27dqlrKwsderUSb169broeQAAAAAAAEoTYZIL+Pj4XHTG0MiRI1WzZk2tX79e27ZtkyRt27ZNJpNJd9xxhwYNGnQZKgUAAAAAAHBGmFSODRo0SHfffbfi4uK0ceNG9ejRQxEREY41lQAAAAAAAC437uZWznl6eqpjx46SpI4dOxIkAQAAAAAAlyJMAgAAAAAAgGGESQAAAAAAADCMMAkAAAAAAACGsQAPSuzo0aPKzMwsk2MfOXLE8WdZrRNVvXp11a1bt0yODQAAAABARUWYhBI5evSoxo8fr5ycnDI9z7x588rs2N7e3po2bRqBEgAAAAAAxUCYhBLJzMxUTk6Ohg+/WQ0b1nR1OcX299/pmj9/mzIzMwmTAAAAAAAoBsIkXJKGDWvqqqsIYwD8H5vNJovFokOHDslisSg4OFgmE0v0AQAAABUFYRIAoNQkJCQoLi5OaWlpjsdms1kREREKDQ11cXUAAAAASgP/VQwAKBUJCQmKjY2Vv7+/oqOj1bdvX0VHR8vf31+xsbFKSEhwdYkAAAAASgFhEgDgktlsNsXFxSkkJERRUVEKDAyUp6enAgMDFRUVpZCQEC1btkw2m83VpQIAAAC4RIRJAIBLZrFYlJaWprCwsALrI5lMJoWFhSk1NVUWi8VFFQIAAAAoLYRJAIBLlp6eLkny9/cvdLxx48ZO+wEAAAC4crEAN2DQ0aNHlZmZWSbHPnLkiONPT8+y+bKsXr266tblznsoGzVr1pQkHT58WC1atCgwnpKS4rQfAAAAgCsXYRJgwNGjRzV+/Hjl5OSU6XnmzZtXZsf29vbWtGnTCJRQJoKCgmQ2m7V69WpFRUU5jdlsNq1evVr16tVTUFCQiyoEcKXjP3UAACg/CJMAAzIzM5WTk6MuncNUs+aV94NgevpRbfl2tTIzM/lBFmXCZDIpIiJCsbGxiomJ0e233y6r1ark5GStW7dOiYmJioyMLLCeEgAYwX/qlB6bzSaLxaJDhw7JYrEoODiY780AgGIjTAKKoWbNujLXbejqMoByKTQ0VJGRkYqLi9P06dMlyTEjKTIyUqGhoS6uEMCVKv8/dW6/t4fq1K/j6nKK7di/x7Ru+UaX/6dOQkKC4uLilJaW5nhsNpsVERHB92gAQLEQJgEASk1oaKjatm2rpKQkbd68WV27duV/vQGUmjr166h+43quLuOKlJCQoNjYWIWEhGjEiBHau3evrr32Wq1bt06xsbGE/gCAYuGnewBAqTKZTAoKClJAQICCgoIIkgDAxWw2m+Li4hQSEqKoqCgFBgbK09NTgYGBioqKUkhIiJYtWyabzebqUgEAV4hy8RP+F198oebNm8vT01PXX3+99u3bJ0nas2eP2rdvr9q1a2vcuHGy2+2O52zZskWtWrWS2WzWjBkznI63cuVKNWnSRI0aNdLSpUudxmJjY9WgQQM1b95c33zzTdk3BwAAALiQxWJRWlqawsLCCgT8JpNJYWFhSk1NlcVicVGFAIArjcvDpOTkZA0fPlzTp09XSkqKrr76ao0YMULZ2dnq27ev2rVrp4SEBCUlJWnBggWSpNTUVPXr10+DBw/W9u3btWTJEm3atEnS2QBq6NChmjBhgtavX6+JEyc6/mFcv369xo4dqzlz5mjx4sUaMWKEjh496qrWAQAAgDKXnp4uSfL39y90vHHjxk77AQBwMS4Pk/bt26fp06fr3nvvVYMGDfTYY49p586dWrt2rdLT0zVjxgwFBgZq6tSpjjtsLFmyRI0aNdKECRPUsmVLTZw40TE2d+5cdevWTSNGjFDr1q31+OOPa9GiRZKk2bNna9iwYQoPD1enTp0UHh6uzz77zGW9AwAAAGWtZs2akqTDhw8XOp6SkuK0HwAAF+PyBbjDwsKcHlssFrVs2VKJiYnq2LGjqlSpIklq06aNkpKSJEmJiYnq1q2bPDw8JEkdOnRQdHS0Y+yOO+5wHK9Dhw6aMmWKY2zIkCFOY1u3btWIESMKrS07O1vZ2dmOxxkZGZIkq9Uqq9V6SX0XR25uruPPy3neC8mv6Upn9DV1t34vRx35f5aHespafo/u0Gs+d+uZfl2ronyPlsrP98Xy9n26orzHrno9mzdvrrp16+rLL7/U6NGjlZeXJ+ns17DNZtOXX34ps9ms5s2bl4v3uyyUt+9bZY1+Kz5365l+L+95jXB5mHSunJwcvfnmm3r66af1v//9T82aNXOMeXh4qFKlSjp+/LgyMjIUHBzsGKtRo4b++usvSWcDn3OfZ3SsMNOmTdOLL75YYPuGDRscIdflcOLECUnSjh07ys217Pk1Xem2bdumvXv3XnQ/d+u3rJXHz+nLIT4+3tUlXHbu1jP9ukZF+R4t8X26KBXlPXbl+xsYGKgffvhBkyZN0tVXX60aNWooLi5Ov/76q/7++2916NBB69atc0ltl1N5+b51udBvxeduPdNv2Tp16pThfctVmDRp0iRVrVpVI0aM0AsvvCAfHx+ncV9fX506dUqenp5OY/nbJZV4rDDjx4/X008/7XickZGhgIAA9erVSzVq1Li0ZoshOTlZmzZt0o033qjAwMDLdt4LOXjwoGOdqivZzTffrCZNmlx0P3frt6yVx8/psmS1WhUfH6+ePXvKy8vL1eVcFu7WM/26VkX5Hi3xfbooFeU9dvX7265dOy1fvlxbt251bDObzXrsscfUtm1bl9V1OZS371tljX4rPnfrmX4vj/yrsYwoN2HSN998o9jYWH3//ffy8vJSnTp1tGfPHqd9MjMz5e3trTp16ig1NbXAdkklHiuMj49PgUBLkry8vC7rG+rp6en4s7x84eTXdKUz+pq6W7+Xo478P8tDPZfL5f7eUR64W8/06xoV5Xu0VH6+L5a379MV5T129et54403qn379kpKStLmzZvVtWtXBQcHF7jDW0VWXr5vXS70W/G5W8/0W/bnM6pc/Mtx4MABDR48WLGxsY7L19q3b6/t27c77ZOdna06deoUGNu5c6fjLhQlHQMAAAAqOpPJpKCgIAUEBCgoKMitgiQAQOlx+b8ep0+fVlhYmMLDw3XXXXfp5MmTOnnypDp37qyMjAzNnz9fkjR16lT16NFDlSpVUr9+/bRt2zZt3LhRVqtVr732mnr37i1JuvvuuxUXF6fdu3fr5MmTiomJcYwNHDhQs2bNUkpKiv755x/NmzfPMQYAAAAAAICLc/mc4Q0bNigpKUlJSUn64IMPHNsPHDiguXPnavDgwRo3bpxMJpM2b94s6ey13TNnztSdd96patWqqVatWlqwYIEkKSQkRGPGjFFoaKh8fX3VsmVLjR49WpLUt29frVixQi1btpQkde/eXQMGDLis/QIAAAAAAFzJXB4mhYeHy263FzrWtGlTJScn66efflLHjh1Vt25dx9ioUaPUu3dv7d+/X/+PvTsNjOn83wZ+TVZVsSWWkEjUkooSIrGvte9UEUu1StVPiLUl1lAklhaptIpU7RH7TqyligpqlxJEREQSkkxClsl8nxd55vylaBOVzExyfd60Zs7MfO+cmbNc577v06xZMxQrVkx5bs6cORgwYACioqLQokULZV4klUqFtWvXwsvLCykpKWjRogVUKlXeNpCIiIiIiIiIqADRe5j0b8qXL4/OnTu/8rnKlSujcuXKr3zO2dlZmX/p79zd3d9afUQFVXx8PNRqdZ68d3R0tPLfvJpU1crKKlsATURU0HA7TURERPpi8GESEeW/+Ph4eE+ahPSMjDz9nMDAwDx7bwtzc/j6+fFEhYgKpKzttDfSM9Lz9HPydjttAV8/X26niYiIjBDDJCJ6iVqtRnpGBvpVKoeylsZ3683HaRnYeD8GarWaJylEVCBlbafT0aBCAxS3KK7vcnItKT0JZx+e5XaaiIjISDFMIqLXKmtpDruiRfRdBhERvUZxi+Io9U4pfZdBREREhQzDJCIiokIuLS1NmSMnJzQaDRISEhAREZGr+XRsbW1haWn5JiUSERERkQFhmERERFTIRUdHw8fHJ9evO3bsWK6W9/HxgaOjY64/J6fi4uLy7L3zmjHXTkRERIUPwyQiIqJCztbWNldhUmRkJAIDAzFkyBDY29vn6nPygpWVFSwsLLBr1648ef/8YmFhASsrK32XQURERPSvGCYREREVcpaWlrnqMaTRaABkhUN52dMop6ytreHr6wu1Wp1nn/GmAVpuWFlZcTJqIiIiMgoMk4iIiMjoWVtb52kQY2gBGhEREZE+mei7ACIiIiIiIiIiMh7smfSWxMfH51n3et0ddqKjo3N115zcYNd6IiIiIiIiIsoJhklvQXx8PCZ5eyMjPT1PPycwMDDP3tvcwgJ+vr4MlIiIiIiIiIjoHzFMegvUajUy0tNRpU0LvFO6hL7LybXnTxIRfvhXqNVqhklERERERERE9I8YJr1F75QugXfL2Oi7DCIiIiokktKS9F3CGzHWuomIiCgLwyQiIiIiI3U2+qy+SyAiIqJCiGESERERkZFqYNsAxS2L67uMXEtKS2IQRkREZMQYJhEREREZqeKWxVHqnVL6LoP0LC0tTbn7b05oNBokJCQgIiIiV3cKtrW1haWl5ZuUSEREBQzDJCIiIiIiIxYdHQ0fH59cv+7YsWO5Wt7HxweOjo65/hwiIip4GCYRERERERkxW1vbXIVJkZGRCAwMxJAhQ2Bvb5+rzyEiIgIYJhEREb2EQ0aIyJhYWlrmqseQRqMBkLUNYk8jIiJ6EwyTiIiI/oZDRoiIiIiIXo9hEhER0d9wyAgRERER0esxTCIiIvobDhkhMkxPHj/VdwlvxFjrJiIieh2GSURERERkFA4EH9J3CURERASGSURERERkJDr0aYvSZUvpu4xce/L4KYMwIiIqUBgm0X/y6FGivkt4I8ZaNxERUWFWumwplK1YRt9lEBERFXoMk+g/WbXqlL5LICIiIiIiIqJ8xDCJ/pPBg5ugfPkS+i4j1x49SmQQRkRERERERPQGGCa9Rc+fJui7hDfyX+ouX74EKlWyfnvFEBEREREREZFBY5j0FoUfOqHvEoiI8kRaWhqio6NzvLxGo0FCQgIiIiJgZpbzXY2trS0sLS3fpEQiIiIiIsonDJPeoiptm+OdUiX1XUauPX+awCCMiP5RdHQ0fHx8cv26Y8eO5Wp5Hx8fODo65vpziIiIiIgo/zBMeoveKVUS75ax0XcZRERvna2tba7CpMjISAQGBmLIkCGwt7fP1efklfj4eKjV6jx5b12vrejo6Fz1xMoNKysrWFtzWDERERGRIYiIiEBUVFSOlk1NTUVkZGSO31ur1SIiIgJPnjyBiYlJjl9nb2+PIkWK5GjZihUrwsHBIcfv/XcMk4iI6F9ZWlrmqseQRqMBkBUOGUJPo/j4eEzynoSM9Iw8/ZzAwMA8e29zC3P4+foxUCIiIiIyABs2bEBYWFiefsa9e/fy7L2dnJzg7e39xq9nmERERAWeWq1GRnoG6nUoCavSxrfrUz/R4PyBBKjVaoZJRERERAagf//+ed4zycHBIU97Jv0XxndETaRHCYnx+i7hjRhr3URvm1VpM5Qsa67vMoiIiIjIyDk4OPynYWL/JCMjA/v27UOnTp1gbm6Yx64Mk4hy4cTJPfougYiIiIiIiEivGCYR5ULzZl1QsoTxDTFJSIxnEEZERERERERvBcMkolwoWcIaNtbl9V0GERERERERkd4wTCIiIiIiIqOSlpaG6OjoHC+v0WiQkJCAiIgImJnl/BTI1tYWlpaWb1IiEVGBxjCJiIiIiIiMSnR0NHx8fHL9umPHjuVqeR8fHzg6Oub6c4iICjqGSUREREREZFRsbW1zFSZFRkYiMDAQQ4YMgb29fa4+h4iIXsYwiYiIiIiIjIqlpWWuegxpNBoAWeEQexoREf13DJPeoudPEvVdwhsx1rqJiIiIiIiIKP8xTHoLrKysYG5hgfDDv+q7lDdmbmEBKysrfZdBRERERERERAaOYdJbYG1tDT9fX6jV6jx5/zcd450bVlZWsLa2zpP3JuP1ODVd3yW8EWOtm4iI/tmTx0/0XcIbMda6iYiIXodh0ltibW2dZ2EMx3iTvmyMfKzvEoiIiGBlZQULCwscCD6s71LemAV7gRMRUQHCMImIXquffVmULWKh7zJy7XFqOoMwIqICxNraGr7sBU5ERGQwGCYR0WuVLWIBu6JF9F2GwUlLS0N0dHSOl9doNEhISEBERATMzHK32bW1tYWlpWVuSyQiKnDYC5yIiMhwMEwiIsql6Oho+Pj45Pp1x44dy/VrfHx8eGJDREREREQGhWESERGA+Pj4HA+fSE9Px7Bhw3L83jExMdi5cye6d++OcuXK5aqu9PR03Lt3L0fLcggFERERERHlB4ZJRFToxcfHY9Ikb2Rk5O1d4Hbu3Jmn729ubgE/P18GSkSFSFJ6kr5LeCPGWjcRERFlYZhElAuJifH6LuGNGGvd+UWtViMjIx0V67WBpVUpfZfzRtLUTxF1/jDUajXDJKJCwMrKChbmFjj78Ky+S3ljFua8uxkREZGxYphElAO6WxL/enKPvkt5Y7wl8b+ztCqFd0qW0XcZRET/ytraGr5+vLsZERER6QfDJKIc4C2JiYjI0PDuZkRERKQvDJOIcogH7URERERERESAib4LICIiIiIiIiIi48GeSUREVGion2j0XcIbMda6iYiIiKhgYphERESFxvkDCfougYiIiIjI6DFMIiKiQqNeh5KwKm18uz71Ew2DMCIiIiIyGMZ3RE1ERPSGrEqboWRZc32XQURERERk1BgmEREREREZmPj4eKjV6jx57+joaOW/ZmZ5dzpgZWWVZ3fCJSIi/WKYREREVAAZ+4koT0KpMIuPj4e39ySkp2fk6ecEBgbm6ftbWJjD19ePv2UiogKIYRIREVEBk3Ui6o309PQ8/Zy8PBG1sLCAr68vT0KpUFKr1UhPz8CAXmVQzsZC3+W8kZi4dKzfGgu1Ws3fMRFRAcQwiYiIqIDJOhFNx+BOfVDeuoy+y8m1R/GxWLUvmCehVOiVs7GAXQVLfZdBRET0EoZJREREBVR56zKoVK6ivssgIiIiogLGRN8FEBERERERERGR8WDPJCJ6rcdpeTvxZ14x1rqJiIiIiIiMAcMkInqJlZUVLMzNsfF+jL5LeWMW5uawsrLSdxlEREREREQFDsMkInqJtbU1fP388uy24pGRkQgMDMSQIUNgb2+fJ5/B24oTERERERHlDYZJRPRK1tbWeRbGaDQaAICtrS0cHR3z5DOIiIiIiIgob3ACbiIiIiIiIiIiyjGGSURERERERERElGMMk4iIiIiIiIiIKMcYJhERERERERERUY5xAm4iov8vTf1U3yW8MWOunYiIiIiIjAvDJCKi/y/q/GF9l0BERERERGTwGCYREf1/Feu1gaVVKX2X8UbS1E8ZhhERERERUb5gmERE9P9ZWpXCOyXL6LuMfBMfHw+1Wp0n7x0dHa3818wsb3Y1VlZWsLa2zpP3JiIiIiKi12OYRERUCMXHx8N70iSkZ2Tk6ecEBgbm2XtbmJvD18+PgRIRERERUT5jmEREVAip1WqkZ2SgX/3iKGtlqu9ycu2xOhMb/0iCWq1mmERERERElM8YJhERFWJlrUxhV8pc32UQEREREZERMdF3AUREREREREREZDzYM4mIiIiIiPSON4YgIjIeDJOIiIiIiEiv4uPjMcnbGxnp6Xn6OXl5YwhzCwv4+foyUCKiQoFhkh6kpaUpV0dy4k2vpNja2sLS0jLX9RERERER5Se1Wo2M9HRUadMC75Quoe9ycu35k0SEH/6VN4YgokKDYZIeREdHw8fHJ9evy+2VFB8fHzg6Oub6c4iIiIhI/2Ji87aXTl5609rfKV0C75axecvVEBHR28YwSQ9sbW1zFSZpNBqcOnUKTZo0yXXPJCLKuTT1U32X8MaMuXYiInq19dti9V0CERHRKzFM0gNLS8tc9RjKyMjAtWvX4ODgAHNz3sKb6G2zsrKCubkFos4f1ncp/4m5uQWsrKz0XQYREb0lAz4qg3JlLPRdxhuJiU1nGEZEVIAxTCKiQs/a2hp+fr55dgeZyMhIBAYGYsiQIbC3t8+TzwB4FxkiooKmXBkL2FXg/JdERGR4GCYRESErUMqrIEaj0QDIGnrKecyIiIiIiMjYmei7ACIiIiIiIiIiMh7smURERFRAPYo3zvlKjLVuIiIiosKCYRIREVEBtWpfsL5LICIiIqICiGESEVEh9jhJo+8S3oix1p3fBnfqg/LWZfRdRq49io/N8yAsLS0N0dHROV5et2x0dDTMzHJ++GRrawtLS06gTERERAULwyQDp9VqERYWhsjISISFhcHZ2RkmJpzqiojejo3n8uYOdmQYyluXQaVyFfVdhkGKjo6Gj49Prl8XGBiYq+V9fHw48T5RLjx/mqDvEt6IsdZNRPSmGCYZsNDQUAQFBSEuLk75t42NDTw8PODm5qbn6oioIOjnboWyxY1vV/A4ScMgjP4TW1vbXIVJGo0Gp06dQpMmTXLdM4mIci780Al9l0BERDlgfGcQhURoaCgCAgLg4uKCoUOH4tq1a6hZsyYOHDiAgIAAeHp6MlAiov+sbHEz2JUy13cZRPnO0tIyVz2GMjIycO3aNTg4OMDcnL8ZorxSpW1zvFOqpL7LyLXnTxMYhBFRocIwyQBptVoEBQXBxcUFXl5eyMzMRFhYGKpUqQIvLy/4+/tj06ZNcHV15ZA3IqJcUD8xzrmWjLVuIqLceqdUSbxbxkbfZRAR0b9gmGSAwsLCEBcXh+HDh8PExASZmZnKcyYmJujSpQtmz56NsLAw1KhRQ4+VEhEZBysrK5hbmOP8gQR9l/LGzC3MYWVlpe8yiIiIiIgYJhmixMREAICdnd0rn69YsWK25YiI6J9ZW1vDz9cPanXezLMUGRmJwMBADBkyBPb29nnyGVZWVrC2ts6T9yYiIiIiyg2GSQaoRIkSAIAHDx6gatWqLz0fFRWVbTkiIvp31tbWeRbGaDRZw9BsbW155y4iIiIiKvAYJhkgJycn2NjYYM+ePfDy8sr2nFarxZ49e1CmTBk4OTnpqUIiIiIiymsxcen6LuGNGXPtRET07xgmGSATExN4eHggICAA/v7+6NChAzIyMhAeHo4DBw7g0qVL8PT05OTbRERERAWQlZUVLCzMsX5rrL5L+U8sONcbEVGBxTDJQLm5ucHT0xNBQUHw8/MDAKVHkqenJ9zc3PRcIRERERHlBWtra/ga+TxvAOd6IyIqyBgmGTA3NzfUqVMHISEhOHfuHNzd3dGuXTuYmXG1ERERERVknOeNiIgMGVMJAxYaGoqgoCDExcUBAO7evYujR4/Cw8ODPZOIiIiIiIiISC846Y6BCg0NRUBAAOzs7DBp0iR07doVkyZNgp2dHQICAhAaGqrvEomIiIiIiIioEGKYZIC0Wi2CgoLg4uICLy8vVKlSBWZmZqhSpQq8vLzg4uKCTZs2QavV6rtUIiIiIiIiIipkOMzNAIWFhSEuLg7Dhw+HiYkJMjMzledMTEzQpUsXzJ49G2FhYahRo4YeKyUqnNLS0hAdHZ3j5XXLRkdH53rOM1tbW1haWubqNUREf5df2y1us4iIiAoHhkkGKDExEQBgZ2f3yucrVqyYbTkiyl/R0dHw8fHJ9esCAwNz/RofHx9OjkpE/1l+bbe4zSIiIiocGCYZoBIlSgAAHjx4gKpVq770fFRUVLbliCh/2dra5uqkTKPR4NSpU2jSpMkb9Uyi/MdeHFTQ5Nd2i9ssIiKiwoFhkgFycnKCjY0N9uzZAy8vr2zPabVa7NmzB2XKlIGTk5OeKqR/wxPRgs3S0jJXV94zMjJw7do1ODg4wNzcPO8Ko7eGvTiooOF2i4iIiN4mhkkGyMTEBB4eHggICIC/vz86dOiAjIwMhIeH48CBA7h06RI8PT1hYsL50w0VT0SJjBt7cRARERERvR7DJAPl5uYGT09PBAUFwc/PDwCUHkmenp5wc3PTc4X0T3giSmTc2IuDiIiIiOj1GCYZMDc3N9SpUwchISE4d+4c3N3d0a5du1zPuUL5jyeiREREREREVFAxlTBgoaGhCAoKQlxcHADg7t27OHr0KDw8PNgziYiIiOg1OHchERFR3mKYZKBCQ0MREBAAFxcXDB06FNeuXUPNmjVx4MABBAQEcKgbEb0Vj9WZ+i7hjRhr3USUPzh3IZFxy20grNFokJCQgIiICAbCRPnEYMKkuLg4uLu749ixY8pO+erVqxg8eDBu376NoUOHYv78+VCpVACAX3/9FcOHD0dsbCwmT56McePGKe+1ZcsWjB8/HhkZGfj222/Rr18/5bmAgADMmjUL7777LlauXIkPP/wwX9uZE1qtFkFBQXBxcYGXlxcyMzMRFhaGKlWqwMvLC/7+/ti0aRNcXV05CTcRvRErKytYmJtj4x9J+i7ljVmYm8PKykrfZRCRAeLchcbr+ZNEfZfwRoy1bkP1poHwsWPHcrU8A2GiN2cQYVJcXBy6dOmCe/fuKY+lpaWha9euaN++PYKCguDl5YVffvkFgwcPRmxsLLp164bx48ejX79+8PDwQN26ddGqVStcvXoVAwYMQEBAABo0aICPPvoIrq6ucHJywsGDBzFhwgQEBQWhTJkyGDhwIM6dOwdra2v9Nf4VwsLCEBcXh+HDh8PExASZmf93Bd7ExARdunTB7NmzERYWhho1auixUiIyVtbW1vD184Narc6T94+MjERgYCCGDBkCe3v7PPkMKysrg9t+E5Fh4NyFxsfKygrmFhYIP/yrvkt5Y+YWFrzI8Q/i4+NzfNyRnp6OYcOG5fi9Y2JisHPnTnTv3h3lypXL8evS09OznYP+Ex53EGVnEGGSh4cH+vfvj7NnzyqP7d+/H4mJifjuu+9QtGhRzJ07F56enhg8eDDWr1+PChUqYNq0aVCpVJg+fToCAwPRqlUrrFy5Eq1atcLQoUMBACNHjsTatWsxe/Zs/Pjjj/j000/RvXt3AED37t2xfft2ZVlDkZiYdWXDzs7ulc9XrFgx23JERG/C2to6zw6KNBoNgKyr9rziR0RE/8ba2hp+vr68yFFAxcfHw9vbG+np6Xn6OTt37syz97awsICvry/XMdH/ZxBh0ooVK1C5cmWMHj1aeezSpUto2LAhihYtCgCoXbs2rl+/rjzXqlUrZchb/fr1MWnSJOW5jh07Ku9Tv359zJo1S3muf//+2Z47ceLEa8OktLQ0pKWlKf9OSsoaDpKRkYGMjIz/3O7XKVasGADg3r17qFKlivJZuv9GREQoy+VlHf9Ed6Jo7DQajd7+hi/6+zou6HTfH0P5++e1wrZ+Aa5jfeM2+u0ztHWc19jegs1Qt9HFixdH8eLF8+S9U1NTAQBlypRRLszmBUP5exrad/rp06dIT09Hi2ZdUKKE8YUxiYnx+PXkHjx9+jTPvqO5ZWjrOK+xvfn7uTlhEGFS5cqVX3osKSkp2+MqlQqmpqZ4+vQpkpKS4OzsrDxXvHhxPHz48JWvy+lzr+Lr64uZM2e+9HhISIgScuUFEUHRokXxyy+/oGHDhkpodujQIYgIzpw5g6JFi+L27dsIDw/Pszr+SUJCgl4+9207deoUrl27pu8yFIcOHdJ3CflC9/05e/YswsLC9FtMPios6xfgOtY3bqPzjqGs4/zC9hZMhXEbXRjbDBjOd1r39y9Rwho21uX1W8x/wP2S/rG9eevZs2c5XtYgwqRXMTMze2lm/SJFiuDZs2cvPad7/FWvy+lzr+Lt7Z1tYu+kpCTY29ujXbt2eZ5I29raYtmyZbh79y7atm2Lmzdv4v3338ehQ4cQExOD4cOHw9XVNU9r+CcRERE4duwYHj0yzqF2urqbNGkCBwcHPVeTlQAfOnQIbdu2LRRzNYSHh+PYsWNo0KABqlSpou9y8lxhW78A17G+6bbRxs5QttGA4a3jvMb2FmyFbRsNFL42G9p3mvult8/Q1nFeY3vzh240Vk4YbJhUunRpXL16NdtjarUaFhYWKF26NGJjY196XPe6N3nuVSwtLV95q0hzc/M8X6ENGjSAqakpgoKCsHDhQgDAnj17UKZMGXh6esLNzS1PP//flCpVChYWFli16pRe6/gvLCwsUKpUKYPaGOXHd8sQ6O6UY2ZmVijaq1NY1i/Adaxvur//o/jYf1nSMOnqNsTvj6Gs4/zC9hZMhXEbXRjbDBjOd1r3909IjNdzJW9GV7chfn8MZR3nF7Y37z8vpww2THJ3d8eKFSuUf9+9exdpaWkoXbo03N3dsWHDBuW5ixcvKmOf3d3dcfr0aQwZMuS1z7Vu3fql5wyRm5sbXF1dcf36dRw/fhwtW7aEs7MzTExM9F1a1p2gOEkiEZFBsrKyygr89wXru5Q3ZsG7IumNVqtFWFgYIiMjERYWZjDHHkRk/E6c3KPvEojoLTHYMKl58+ZISkrCqlWrMHjwYMydOxdt2rSBqakpunXrBk9PTxw+fBgtWrTA/Pnz0b59ewBAr1690KRJE4wePRqVK1eGv78/Bg4cCAD4+OOPMXz4cAwePBhmZmYIDAzEkiVL9NnMf2ViYgInJyeEh4fDycnJoA7meCcoIiLDxMCf3lRoaCiCgoIQFxen/NvGxgYeHh567xVNRMavebMuKGmEE3AnJMYzCCP6G4MNk8zMzLBy5Ur069cPX331FUxMTHD8+HEAgI2NDRYtWoROnTqhWLFiKFmyJH755RcAgIuLC0aPHg03NzcUKVIE1apVw4gRIwAAXbt2xebNm1GtWjUAQOvWrfHRRx/po3lERER5ioE/5VZoaCgCAgLg4uKCoUOH4tq1a6hZsyYOHDiAgIAAgxhmT0TGraSRT8BNRP/HoMIkEcn2727duiE8PBznz59Hw4YNsx0UDx8+HO3bt8fNmzfRrFkzFCtWTHluzpw5GDBgAKKiotCiRQtlXiSVSoW1a9fCy8sLKSkpaNGihXKnNCIiIqLCSqvVIigoCC4uLvDy8kJmZibCwsJQpUoVeHl5wd/fH5s2bYKrq6tB9ZImIiIi/TD4o4Hy5cujc+fOr7y6WrlyZXTs2DFbkKTj7OyMtm3bvnKCbXd3d7Rs2ZJBEhERERGAsLAwxMXFoUuXLi+FRSYmJujSpQtiY2ML1S3ViYiI6PUMPkwiIiIioryVmJgIALCzs3vl87obluiWIyIiosKNYRIRERFRIVeiRAkAwIMHD175fFRUVLbliIiIqHBjmERERERUyDk5OcHGxgZ79uyBVqvN9pxWq8WePXtQpkwZODk56alCIiIiMiQGNQE3ERmntLQ0REdH53h53bLR0dEwM8v5ZsjW1haWlpa5ro+IiP6ZiYkJPDw8EBAQAH9/f3To0AEZGRkIDw/HgQMHcOnSJXh6enLybSIiIgLAMImI3oLo6Gj4+Pjk+nWBgYG5Wt7Hx4e3ISciyiNubm7w9PREUFAQ/Pz8AEDpkeTp6Qk3Nzc9V0hERESGgmESEf1ntra2uQqTNBoNTp06hSZNmuS6ZxIREeUdNzc3uLq64vr16zh+/DhatmwJZ2dn9kgiIiKibBgmEdF/ZmlpmaseQxkZGbh27RocHBxgbm6ed4UREVGumZiYwMnJCeHh4XBycmKQRERERC/h0QEREREREREREeUYwyQiIiIiIiIiIsoxhklERERERERERJRjDJOIiIiIiIiIiCjHGCYREREREREREVGO8W5uRERERERElOcSE+NztJwmU4Pk5MQ8rgYoVqwEzEz//ZQ4p3UTFSYMk4iIiIiIiCjPWFlZwcLCAr+e3KPvUt6YhYUFrKys9F0GkcFgmERERERERGTA0tLSEB0dnePlNRoNEhISEBERATOznJ/y2drawtLS8k1K/EfW1tbw9fWFWq3O0fLp6emIi4vL8ftnZmbi0qVLcHFxgampaY5fZ2NjAwsLixwta2VlBWtr6xy/N1FBxzCJiIiIiIjIgEVHR8PHxyfXrzt27Fiulvfx8YGjo2OuPycnrK2tcxXGVK9ePcfLZmRk4MmTJ2jYsCHMzc3fpDwiyiWGSURERERERAbM1tY2V2FSZGQkAgMDMWTIENjb2+fqc4iIcoJhEhERERGREcvtECjdstHR0QYxBIr+naWlZa56DGk0GgBZ6yyvehoRUeHGMImIiIiIyIi96RCowMDAXC2fl0OgiIjIuDBMIiIiIiIyYrkdAqXRaHDq1Ck0adIk1z2TiIiIAIZJlE/Y/ZqIiIgob+R2CFRGRgauXbsGBwcHTlZMRERvhGES5Qt2vyYiIjIOWq0WYWFhiIyMRFhYGJydnWFiYqLvsoiIiMiAMEyifMHu10RERIYvNDQUQUFBiIuLU/5tY2MDDw8PuLm56bk6IiIiMhQMkyhfsPs1ERGRYQsNDUVAQABcXFwwdOhQXLt2DTVr1sSBAwcQEBAAT09PBkpEREQEAGCfZSIiIqJCTqvVIigoCC4uLvDy8kKVKlVgZmaGKlWqwMvLCy4uLti0aRO0Wq2+SyUiIiIDwDCJiIiIqJALCwtDXFwcunTp8tL8SCYmJujSpQtiY2MRFhampwqJiIjIkDBMIiIiIirkEhMTAQB2dnavfL5ixYrZliMiIqLCjWESERERUSFXokQJAMCDBw9e+XxUVFS25YiIiKhw4wTcRERERIWck5MTbGxssGfPHnh5eWV7TqvVYs+ePShTpgycnJz0VCFRdmlpaYiOjs7x8rplo6Ojc32nYEtLy1zXR0RU0DFMIiIiIirkTExM4OHhgYCAAPj7+6NDhw7IyMhAeHg4Dhw4gEuXLsHT0/Ol+ZSI9CU6Oho+Pj65fl1gYGCulvfx8cnVHYmJCrOIiAilJ+u/SU1NRWRkZI7fW6vVIiIiAk+ePMnVvsje3h5FihTJ0bIVK1aEg4NDjt+7sGOYRERERERwc3ODp6cngoKC4OfnBwBKjyRPT0+4ubnpuUKi/2Nra5urMEmj0eDUqVNo0qRJrnsmEVHObNiwIc9v1HDv3r08e28nJyd4e3vn2fsXNAyTiIiIiAhAVqDk6uqK69ev4/jx42jZsiWcnZ3ZI4kMjqWlZa56DGVkZODatWtwcHCAubl53hVGVIj1798/z3smOTg45GnPJMo5hklERPSvODcFUeFhYmICJycnhIeHw8nJiUESUR6Jj4+HWq3Ok/d+0/1wblhZWcHa2jpP3puMk4ODQ54NE8vIyMC+ffvQqVMnBsIGgmESERH9K85NQURE9PbEx8fD29sb6enpefo5ud0P54aFhQV8fX0ZKBEVUgyTiIjoX3FuCiIiordHrVYjPT0dgwc3QfnyJfRdTq49epSIVatOQa1WM0wiKqQYJhER0b/i3BRERERvX/nyJVCpEsMYIjI+HARPREREREREREQ5xjCJiIiIiIiIiIhyjGESERERERERERHlGOdMIiIiIiKiAkur1SIsLAyRkZEICwuDs7MzTEwM45r6o0eJ+i7hjRhr3UT09jBMIiIiIiKiAik0NBRBQUGIi4tT/m1jYwMPDw+4ubnpuTpg1apT+i6BiOiNMEwiIiIiIqICJzQ0FAEBAXBxccHQoUNx7do11KxZEwcOHEBAQAA8PT31HigNHtwE5cuX0GsNb+LRo0QGYUSFHMMkIiJ6qwx5OAG9WlpaGqKjo3O8vG7Z6OhomJnl/FDC1tYWlpaWua6PiCi3tFotgoKC4OLiAi8vL2RmZiIsLAxVqlSBl5cX/P39sWnTJri6uup1H1W+fAlUqmStt88nInpTDJOIiOitMfThBPRq0dHR8PHxyfXrAgMDc7W8j48PHB0dc/05RES5FRYWhri4OAwfPhwmJibIzMxUnjMxMUGXLl0we/ZshIWFoUaNGnqslIjIODFMIiKit8IYhhPQq9na2uYqTNJoNDh16hSaNGmS655JRET5ITExa4JoOzu7Vz5fsWLFbMsREVHuMEwiIqL/zFiGE9CrWVpa5qrHUEZGBq5duwYHBweYm5vnXWFERG+oRImseYgePHiAqlWrvvR8VFRUtuX0xVjvimasdeeniIgI5Xv2b1JTUxEZGZmr99dqtYiIiMCTJ09ydWxlb2+PIkWK5GjZihUrwsHBIVd1UeHBMImIiP4zDicgIiJD4uTkBBsbG+zZswdeXl7ZntNqtdizZw/KlCkDJycnvdRnZWUFCwsLo57E2sLCAlZWVvouw2Bt2LABYWFhef459+7dy7P3dnJygre3d569Pxk3hklERPSfcTgBEREZEhMTE3h4eCAgIAD+/v7o0KEDMjIyEB4ejgMHDuDSpUvw9PTUW29Za2tr+Pr6Qq1W58n7R0ZGIjAwEEOGDIG9vX2efIaVlRWsrTl5+Ov0798/X3omOTg45GnPJKLXYZhERET/mbEMJyAiosLDzc0Nnp6eCAoKgp+fHwAoPZIMYR4/a2vrPAtjNBoNgKy56njjA/1wcHDI0yFiGRkZ2LdvHzp16sQh56QXDJOIiOg/M/ThBEREVDi5ubnB1dUV169fx/Hjx9GyZUs4Oztz/j4iov+IW1EiIvrPdMMJLl26BH9/f4SHhyvDCfz9/XHp0iX07duXB+9ERJTvTExM4OTkBHt7ezg5OXFfRET0FrBnEhERvRWGPpyAiIiIiIjeDoZJRET01nA4AREREeUnrVaLsLAwREZGIiwsjMcdRPmEYRIREb1VuuEE4eHhHE5AREREeSY0NBRBQUGIi4tT/m1jYwMPDw/2iCbKYzzCJyIiIiIiIqMSGhqKgIAA2NnZYdKkSejatSsmTZoEOzs7BAQEIDQ0VN8lEhVoDJOIiIiIiIjIaGi1WgQFBcHFxQVeXl6oUqUKzMzMUKVKFXh5ecHFxQWbNm2CVqvVd6lEBRbDJCIiIiIiIjIaYWFhiIuLQ5cuXV4aTm9iYoIuXbogNjYWYWFheqqQqOBjmERERERERERGIzExEQBgZ2f3yucrVqyYbTkievsYJhEREREREZHRKFGiBADgwYMHr3w+Kioq23JE9Pbxbm5EREREREQGLC0tDdHR0TleXrdsdHQ0zMxyfspna2sLS0vLXNeX35ycnGBjY4M9e/bAy8sr23NarRZ79uxBmTJl4OTkpKcKiQo+hklEREREREQGLDo6Gj4+Prl+XWBgYK6W9/HxgaOjY64/J7+ZmJjAw8MDAQEB8Pf3R4cOHZCRkYHw8HAcOHAAly5dgqen50vzKRHR28MwiYiIiIiIyIDZ2trmKkzSaDQ4deoUmjRpkuueScbCzc0Nnp6eCAoKgp+fHwAoPZI8PT3h5uam5wqJCjaGSURERERERAbM0tIyVz2GMjIycO3aNTg4OMDc3DzvCtMzNzc3uLq64vr16zh+/DhatmwJZ2dn9kgiygf8lREREREREZFRMjExgZOTE+zt7eHk5MQgiSif8JdGREREREREREQ5xjCJiIiIiIiIiIhyjGESERERERERERHlGMMkIiIiIiIiIiLKMYZJRERERERERESUYwyTiIiIiIiIiIgoxxgmERERERERERFRjjFMIiIiIiIiIiKiHGOYREREREREREREOcYwiYiIiIiIiIiIcoxhEhERERERERER5RjDJCIiIiIiIiIiyjGGSURERERERERElGMMk4iIiIiIiIiIKMcYJhERERERERERUY4xTCIiIiIiIiIiohxjmERERERERERERDnGMImIiIiIiIiIiHKMYRIREREREREREeUYwyQiIiIiIiIiIsoxhklERERERERERJRjDJOIiIiIiIiIiCjHGCYREREREREREVGOMUwiIiIiIiIiIqIcY5hEREREREREREQ5xjCJiIiIiIiIiIhyjGESERERERERERHlGMMkIiIiIiIiIiLKMYZJRERERERERESUYwyTiIiIiIiIiIgox8z0XYAxEREAQFJSUr5+bkZGBp49e4akpCSYm5vn62frS2FrM9tbsBW29gKFr81sb8FX2NrM9hZsha29QOFrM9tb8BW2NrO9+UOXdeiyj3/CMCkX1Go1AMDe3l7PlRARERERERERvX1qtRolSpT4x2VUkpPIiQAAWq0WDx8+hJWVFVQqVb59blJSEuzt7REZGYnixYvn2+fqU2FrM9tbsBW29gKFr81sb8FX2NrM9hZsha29QOFrM9tb8BW2NrO9+UNEoFarUaFCBZiY/POsSOyZlAsmJiaws7PT2+cXL168UPxwXlTY2sz2FmyFrb1A4Wsz21vwFbY2s70FW2FrL1D42sz2FnyFrc1sb977tx5JOpyAm4iIiIiIiIiIcoxhEhERERERERER5RjDJCNgaWmJGTNmwNLSUt+l5JvC1ma2t2ArbO0FCl+b2d6Cr7C1me0t2Apbe4HC12a2t+ArbG1mew0PJ+AmIiIiIiIiIqIcY88kIiIiIiIiIiLKMYZJRERERERERESUYwyTiIiIiIiIiIgoxxgmEREREREREREZIa1Wq5fPZZhUgHFudTJ0uu8ov6uvVxD+NpmZmYiLi9N3GfmqIKy33CiM6/hVNBoNnj9/ru8yiN4qfZ2kEL0tmZmZ+i6B8lBhXr9Pnz5FVFQUTEz0E+swTCqgEhMTMWbMGERFRem7lP9Ed0KWkpKCjIwMPVdDb5tKpcLTp0/Rq1cvxMTE6Lscg1MQfsfp6elYuXIlvv32W0RGRuq7nHyh1WqhUqnw7NkzXL58Wd/l5LnCuI5fJTExEd27d8elS5f0XUqeyszMLNBhqa5tumOOwnqS8uzZM6xbtw4A9HaSkld4bJlF93coqGFhamoqPvvsM6SlpcHU1LTAthPIupAREREBAEhLS9NzNfmjMK3f11Gr1fjwww8RHBwMQD+/5YK1dyAAQFJSEurWrYtnz56hYsWK+i7njelOyO7cuYO2bdvi+vXr+i4p3/x9Y1AQN5BPnz4FADx69AiPHj2CpaWlnisyLAXhd5yeno5vv/0WsbGxOHPmDMLCwgAU7JOzzMxMmJiYICEhAY0bN0ZISIi+S8pThXEdv0pSUhLc3d3h4OCAhg0b6ruct27t2rWYOXMmAMDU1BRPnjzRc0V5Q6PRYNeuXXjw4AHMzc1x7do1rF69utCcnOkkJyejY8eOWLBgAZ4+fVqgwsPCfGz5It3f4a+//sLnn3+O5ORkfZf01qWkpCAiIgJdunRBeno6TExMCuTxNAD8/PPP2LBhA549e4YZM2Zg8+bN+i4pzxWm9fsqycnJ6NKlC4YPH47Ro0cDgF7+BgyTChjdAe2AAQOwYsUKo905aLVamJiYID4+Hs2bN0fZsmXh4uKi77LylO7Hr9sgAsD06dOVk9OC5MiRI/D29sajR49w+PBhlChRAsWLFwcAfPvtt/j222/1XKF+FYTfsVarxYkTJxAdHY3Jkyejbdu2GD16NDIzMwvsFaTExEQ8evQIIoIOHTqgXbt2mDBhgr7LyjOFcR2/SlJSEurXr49evXrhhx9+wNWrV/Vd0lu1fv16TJgwAbNnz0ZgYCDu37+PDz74APfu3StwoWF0dDRWrFiB27dv46+//kLt2rWh0WgK1cWO5ORkdO3aFVWqVIGI4LfffoNKpQJg/MN3C+Ox5avo/g5xcXFo2bIlnjx5gmLFium7rLfixe+otbU1tm7dChsbG3To0KFABw6NGjXC999/j88//xyJiYno168ftm3bpu+y3rrCun7/Ljk5GZ07d0bv3r3Rv39/lC1bFh06dACQ/4FSwTpDLeSSkpLQoEEDtG3bFt988w2mTp2KZcuWATCuni26nVxCQgKaNWuGLl26YMeOHQCM/0DmdTIyMtC2bVvs2bMHFhYWAICePXti586dBfKkzNTUFOfPn8f333+Ps2fPYtSoUUpgptVqsXr16kLb9bwg/I5FBNu3b8fNmzeh0WgQEBCAsWPHonHjxvD19QVQ8IZNJCQkYMOGDejTpw9KlSqFzp07Y/78+YiIiEB6errSE6+gKIzr+FV0v9c2bdrA19cXS5cuxcyZM/H8+XOj+b3+k3Xr1mHGjBk4duwYoqKi4Ovri5YtW8LPzw+Ojo4wNTUtUPtlOzs7lClTBrNnz0arVq2wYMECDBs2DIDxbH//i6dPn+Kjjz5C/fr18fPPP6N///6IjY3Fo0ePcPLkSSxatMgoL24AhfPY8lVe/Ds0atQIvXr1wq5du/Rd1lujCz7v3LkDAChVqhR++OEHlC9fHu3atStQgUNqair27t0L4P/a3alTJ8yaNQvh4eGoXbu2PsvLE4Vp/b5OcnIyOnXqhN69e+Ozzz5Dv3790LNnT8TFxaFfv34AkO2cKq8V/CO9QuLFA9qlS5cCAG7fvq1sZIzlhyUiytWS2rVr4+bNm9kOXIyhDW8iMzMTbm5uGDNmDP744w98+umnePLkiTL3homJCa5fv47du3frudL/5sSJE3j8+DFatmyJFStW4Pjx4zh06BDS09OVZVavXo2hQ4cqvZYKk4LyO1apVHj8+DFMTU3RoUMHXL16FUuXLoWrqyvu3r2Lzz//HIsXL8bBgwf1XepbkZmZiZIlS6J169ZITExEz549MW3aNIwZMwbt2rWDq6sr2rZti8ePH+u71LemsK3jV3nV7xUAzp49C0tLS5iYmBh1z52goCCMHz8e69evh7OzM+7fv4+0tDRs2LAB1atXx9dffw0ga6iyMdNqtcowNpVKhb59++LYsWPw9fXFuHHjoNFoMHToUISGhuq50rwlIhg6dChOnjyJS5cuYf369di5cyf8/f0xcOBAeHt74/nz50oPFmMKYArrseXfvdgzy83NDeHh4ahXrx6ArL9RQfk7nD9/HlWrVsWBAwegUqmg0Wgwd+5cuLq6omPHjsjIyDCa46l/snbtWixYsAA//fQTVq5ciQULFkCr1aJVq1Y4c+YMqlatCqDgfb8Ly/p9leTkZLRr1w4DBw5Ev3790KVLF1SqVAkjR47EvHnzsGnTJvz222+IiIhAdHR0vlzUY5hUAOi62Ldq1Qrff/+98vigQYOy/ZAM/SqxiEClUiE6OhoODg5o3749njx5glOnTqFnz54Asnq0GPPB+euoVCrMmzcP48aNQ6tWrfDnn3/i119/VZ6/e/cu3NzccPbsWT1W+d88efIEfn5+2L59O0QEderUQadOnVCkSBHcuHEDx48fh5ubG3r06IHBgwejZs2aOHLkiL7LzjcF4Xecnp6O7du3Y+HChdixYwdCQkLQrVs3vPfee3j8+DGioqLQsWNHNG3aFCkpKejcuTNWrlyp77L/E61WC1NTUyQmJuLjjz9G6dKlkZCQAADw8fHB6NGj0aRJE/Tp0wdly5YFYNzzCRXGdfwqut/rhx9+mO332qNHD1hbWyM2NhZA1j7L2Bw5cgQpKSlITEzEnj170KBBA1y5cgUeHh5Yvnw5TE1N0b9/f3zxxRdYuXIlvLy8kJ6eblThgo5uGFfz5s1x/fp1nDlzBoMHD0bHjh0xaNAgAECLFi2QnJyM+vXrAwB69+6t9GgpKFJTU/Hrr79i9erVSExMRPv27fH48WPcuXMHz549w9ChQ7F582aMGTMGGzduBGA8J6iF+djyRbpALTo6GtWqVUOjRo2wdetW+Pj4wN/fHyqVyqhPwNPT03HhwgVkZmaiXr16CAwMxLBhw/Dzzz9j69at+PTTT1GrVi2kp6ejY8eOBaIHyxdffIGWLVti1qxZaNSoEeLj4zF27Fg0bdoUgYGB+OWXXwDkby+VvFIY1++rzJkzB9HR0ejSpQsCAgJw7do1dO7cGWq1GgsWLMDixYtRt25ddO/eHSdOnMiXmlRijHt/UqjVatSvXx8dOnTAokWLAABxcXGIi4vDmTNn8NVXX2H69OlIS0tDZmYmihQpgrZt28LZ2Vl5D92OVt9EBJmZmdi1axdCQkKUoT3h4eFo3bo1XF1dlfG/ujk5jF1sbCzWrl0LNzc3NG/eHB999BEuX76M9PR0BAUFoXHjxrhz5w6aNWuG//3vf5g6daq+S35jIoJevXrB3NwcmzZtAgAMGDAAZcqUwZUrV3Dnzh0MHDgQX331FWrUqIFPP/0Uc+fO1XPV+eNt/I71SbcNOXToEEaMGAELCwusX78eO3bsQO3atTF58mT873//Q2RkJOzs7PDFF1/g3Xffxdy5c3Hw4EEcOnQI5ubmBrEdyi2NRgMRwciRI/HOO+9gxIgR6Nu3Ly5evIijR49i1qxZGD9+PP744w84ODhg6NChALK6aJcvXx5FixbVcwtypjCv47/T/V47duyI7777DgDwxx9/IC4uDlFRURg1ahT69OkDrVaL1NRUvPvuu+jcuTP69Omj58r/XXp6OlxcXNCnTx9lwu0rV67g448/xsiRI9GyZUs0bNgQQUFBSE1NxaRJk7Bnzx7UqFEDGo0GZmZmem5B7t28eRM7duzAxYsXERISgkaNGqFUqVJwd3fHpk2b4OrqioCAAADA0KFDceLECVy7dg3m5uZ6rvztePbsGb744gvExMSgbdu2mDhxIoCsO0INGjQIvXr1QtWqVbFz5078+uuvmDJlCipWrIjz58+jf//+Bn8sVhiPLV9Hq9Xiu+++w4ULF7BhwwZotVqsWbMG06dPx9dff42RI0cqyxnyhatXmT9/Ps6cOYMpU6agdu3aMDc3x+bNm+Hl5YUZM2agZMmS2L59O0aNGoWAgAA8evQIBw8ehIWFhVGt9/T0dISEhCA8PBx2dnb4/fff4erqCrVajcmTJyM4OBht2rSBj48Pfv75Z4SFheHWrVtwdnY2yu2zTmFZv6/z/PlziAgePHiAn376CWq1Gi1atMCDBw9w8uRJpKamwtTUFEuXLsVnn30GGxsb7Ny5Uxn5YWFhkXe/ayGjlZycLHZ2djJu3DgREbl8+bI0bNhQnJ2dpWjRotKxY0dRqVRSrVo1qVevnjRo0ECcnZ3l5s2bIiJy7tw50Wg0+myC4s8//5SePXtKuXLlZN68ecrjuvru3r0rDg4O0rNnT+W5jIwMERG5f/++HDt2LF/rfVsyMjKkZ8+e8tlnn8ngwYOlRYsWkpmZKd9//704ODjIunXrxMHBQWbOnKm8JjMzU48V545WqxWR/1tXS5cuFZVKJRMmTBARka+++kpERFasWCFHjx6VxMREsbW1lYkTJyrvYUztfRMF6Xc8Z84ccXZ2loEDB8qiRYukaNGi4urqKlevXhURkVWrVsnYsWNl3rx5cvXqVenRo0e237uxOXnypHTp0kWaNm0qvr6+yuMDBgyQ+fPny/vvvy/ffvutXLx4UbZs2SJt27aVFStWiIhIo0aNJDAwUF+lv7HCto7/7vnz51KjRg3p16+fiIg8ePBAWrVqJY6OjlK2bFkZNGiQqFQqqV27tgwdOlQGDRokHTp0kFOnTomIyJ49eyQqKkqfTXgt3fZ6/fr10qJFC7l27Zr89ddf4uDgIK6urmJnZyfvvfeeNG/eXNq2bSulSpWSixcviojIjRs35Mcff5Rz587psQVvLjIyUmxsbOTnn38WEZHvvvtOSpcuLY0aNVKWGTRokNSrV0/S09NF5P/2a8YsJSVFPvzwQ5k6dar8+uuvMnbsWFm2bJmIiMTFxYmrq6vcvHlTAgICpGLFijJq1Ci5c+eO1KxZU0JCQvRc/b8rrMeWf/fHH3/IhAkTxNXVVVavXp3tudTUVFm9erXY29vL999/rzyu+xs9evTIYLdZL3r+/LmMGDFChg8fLtevX5fff/9dQkJC5ODBg2JrayuXL18Wkaz2PnnyRDw8PKRNmzaSmpqq58pz58aNG7Jt2zZp3bq1dOvWTfbu3StLliyRUqVKyZ49e0REJCIiQmxsbCQoKEhOnz4tdnZ2Eh8fL2vWrJGTJ0/quQVvprCs39eZOHGiVK5cWZ4/fy537tyR0aNHy+effy7BwcEyatQomT59unz44Yfi7Ows3t7eUqFCBRk1apT4+fmJh4eH3LhxI89qY5hkxG7cuCEqlUqWLFkiIiKJiYni5+cnf/75p1y/fl3u378vHTp0UH5gIiL37t0TEZHAwEBxc3OTyMhIvdT+d9euXZNffvlFli9fLnfu3BGR/zuw1XnVTj86OlocHR2lU6dO+Vrv26Br38OHD6VkyZLSvHnzbM9PnjxZzMzM5LPPPlMeM5TQIKeePXuW7d/BwcHi7OwsJUuWlFGjRimPL1iwQGrWrCmlSpWSKVOmKI8X9CBJROSvv/4y2t9xcnKyBAYGSmxsrFy5ckU+//xzefjwoezevVv69esn5ubmcv36ddm3b5/07NlTtm7dKqtWrZLx48fLzJkzZffu3aLRaF76rRuLQ4cOycqVK+WXX36RzMxM0Wg0otFopFatWmJmZibff/+9bNu2TUaPHi1BQUGyd+9e6dixo+zfv19cXV2zfdcNWWZmpmRmZsqtW7fk008/LVTrWEe3LUpJSRE3Nzf54osvlN/dvn37JC4uTuLi4kREZPDgwbJz507ltcnJySKSFbRVrlw5Tw/q3oabN2/KBx98ILNmzZL9+/dLSEiIpKamSvXq1SUxMVG2bdsm5ubmolKppEWLFuLs7CzW1tZSt25dowwOQ0NDpXjx4jJ//nzlsZYtW0rDhg2lR48esmbNGunbt6+4u7tLWlqaiBjfvvh19uzZI9OmTZOnT59KZGSk7Ny5U8aPHy/bt2+XadOmydChQ0VEpEGDBjJ58mQZMWKEVK9eXTlpNfS/w+XLl2X16tWF6tjy77RarQQFBcn48ePF29tb/vrrLxHJfnz1ukApKipKqlevrlzsMlS632VqaqqMGjVK/ve//8mUKVPExsZGZsyYIf379xdbW1s5ePCg8pr4+Hhp166dtG/fXl9lvzG1Wi1eXl6yf/9++e6776RMmTJK2+7cuSMVKlSQ77//XsLDw6VEiRJy7NgxCQkJkXLlysmVK1f0XH3O6X6ruu1MYVm/r/LkyRMZNmyYNGvWTA4fPiw//vijEiidP39eRESaNGkibm5usm3bNlGpVHL06FH5/PPPpXLlyhIWFpZntTFMMjIpKSmyd+9eefTokYiInD17VkqXLi3Tpk17admnT5+Kg4OD/Prrr9l2GqtWrZIqVaooVxT15Z+Cgtdd8dPt9Hv37i2ZmZni7u4uPXr0yKsS81xmZqakpaVJ9+7dxd/fX3n83r17UrFiRWnfvr04OjrK0aNHleWNQWxsrPTt21e6d+8uISEhsmvXLsnIyJCffvpJ2rdvLzExMVKuXDkZOHCgsry5ubnY2dkpVxGM/eQzJ3RtPH36tFH+jhcvXixVqlSRXbt2iUjW9klEZNOmTeLu7i5NmzaV3r17S9u2bWXevHnSs2dP2bNnj6xcuVImTZokM2bMkKSkJL3V/1+86vv55MkT0Wg08s0338iSJUtk3bp18vXXX8tXX30l48ePly1btsiuXbvEwcHBaA5wMjIyZM2aNTJ79mwlMBMpHOtYJyUlRZYuXSpnzpwREZGkpCRp166d9OnTRyIiIpTvQmZmpmi1WmnatKn8+OOP2d4jMDBQqlatKn/++We+1/9vXvVd9vX1FXNzcwkMDJTnz59LQkKCfPPNNzJixAipWbOm/PDDD+Lp6Sk3b96U27dvy5UrV5TjEmPwYvg3Y8YMZf+r0WikZcuWMmzYMBERWb16tdjZ2UmlSpXkwYMHIiJKz6SCQK1WS2pqqmzatElmz54t4eHhsmrVKgkICJAxY8bIzp07ZceOHXLu3Dm5ceOG1KhRQ/r37y9r1qwx6OOR2NjYVz5eWI4tX+VV6+vFx54/f64ESj/99JOIiNStW1e6dOmSbzXmxrNnz2T27NnKv3X7psuXL0u/fv1k5syZSigaHh4uq1evFltbWzlw4IDympiYGIO5qJ5TGo1Gli9fLq6urhIbGyvdunWTmjVrisj/BUmOjo4yZ84cKVWqlJw5c0YOHTqk9+PF3Hr+/LlMmTJFuRhTWNbvP0lNTZUuXbqIo6OjLFy4UEJDQ2X06NHy2WefSZMmTaRnz54yYMAA8fb2ljlz5sj+/fvFzc1NCZDzCsMkI6LVamXWrFni7u4uu3fvVh4/e/aslCxZUmbNmvXS8g0aNMiWQgcGBkq1atWy9XLQB91VhOTkZFmyZIlyUKfRaGTMmDHSu3dv2bp1q4j8385OtyGJjo4We3t7MTc3l65duyrvacgHNiIvJ+wvWrRokTRu3FhERMLDw8Xe3l5Zn35+fvLee+/J/v3786/Y/+DatWty48YN2blzp/z2229So0YNady4saSnp8v9+/dlxowZIiJy6dIl2bJli0RGRkqpUqXkm2++ES8vL6lfv75R7fBy68UTtx07dsjjx49FJKsbeqlSpYzmd3z9+nWpWLGizJ07V3nsyZMncvDgQSlbtqycP39eOnXqJC4uLqLVamXlypVSp04dGT58uOzatUsWLVokX3/9tcTHx+utDW/q7NmzMmXKFHn+/LmIZIWB7u7u4u7uLt9++60kJCSIiIiPj4+MHz9egoODxdvbW0aMGCHbtm3LdtJtyNutjIwMWbVqlYwcOVIaNGgg+/btExGR/fv3i62tbYFexy/64Ycf5P3335dVq1Ypj+kCpf79+8utW7eyLd++fXvZsGGD8m/d7/XSpUv5VXKO6bZHz549U7ZFIiK///67qFQqqVGjhjI0c/ny5eLs7Cz379+XP//8UypXrixqtfq172moHjx4IFu2bJFNmzZlezw9PV1q1qwpHh4eymNDhgyRSpUqSfv27WXVqlVGf2LyunWTkpIi3bp1k2+++UY0Go306NFDKleuLIMGDZJTp07JvXv3pG7durJt2zYJCQmRiRMnGuzvetWqVdK6detsvQPT09Nl7NixBfLY8nV061qr1WZrw/fffy9Tp06Vu3fvvvSaZ8+eSVBQkNjZ2UnZsmWzBUmG8nd4cfqEF3t1i4jcvn1bPvvsM/n5559l6NCh8tVXX8m9e/eU16xZs0bs7OyynUMZuledO0RFRYmLi4v069dP6Q3dokULqVChggQFBcnkyZPFwsJCJk2aJFu3bpX33nvP6I6rHz9+LDVq1FBCfJGs0Hfw4MEFav2+yovb6UuXLikX2cPDw2XBggXSoEEDcXd3F41GI+Hh4TJx4kQZMGCA8rr+/ftL1apVpVGjRvnSE41hkhG5dOmS2NvbZzt5013xPX369EsnotevXxcHBwflCo2hHNA+fPhQTp48KYmJidKkSRNxdHSUSZMmSVJSkmzZskVatGghHh4ecvDgQbl+/Xq2ruciWTs7Z2dnGTJkiPKYoezkXuV1B29nzpyRgIAAuXv3rly6dElOnz4tDx48kPLly2ebIykpKUkmTpwo1atXl5SUFIM+UH/8+LFMmjRJPvvsM3n06JF8++23UrVqVVGr1a+cSyMiIkLKly+fbY6krl27yuTJk/Oz7Hzz4rqbOXOmtG/fXpKTk5XHz549axS/42fPnknVqlWlT58+ymMXL16UH374QU6dOiVnz54VEZH3339fFi9eLPPmzRNPT08REalTp440btxYduzYIU+ePNFL/f9FaGiouLm5iUqlUoZqxsXFydixYyU4OFiuXr0qP//8s/j7+0tSUpJ8+umnMmfOHElKSpLBgwdn67Fi6NutHTt2yP/+9z/Zu3evjBo1Sr788ksRyZqH5PfffxeRgrmOX3Tz5k2pWLFitm2y7uD274GSVquVhIQEqVWrlrK9W7lypd5/r//k9u3bIiJSv359qVGjhjKPV1pamtK7tFGjRrJ8+XI5dOiQEjht3bpVatSo8dJQZkMXGxsrR48eleHDh0u7du0kKSlJVq1apQQjp0+fVpYdNGiQuLu7i4jIzz//LK6urrJo0SKDH9r1Oi/uf4KDg2Xfvn3ZHktKSpLu3btL165dpWvXrnL9+nWZOHGifPbZZxIVFaXM05eSkqIE5oZGNy/j119/LX379lXmPNq2bZs0bdpU+vXrV2COLf/Ji3W/GBjPmjVLqlevLu7u7nLq1Cm5dOmSMjToxakXKlSoYPB/hx9++EHq16+vbJN022U/Pz/5+OOPJTIyUjw8POTzzz/P9rply5aJi4uLwR9P/9O5w8qVK+XEiRMyadIkefr0qajVaqldu7asXr1abt26JdbW1uLl5SW1a9eWypUrG2SP2H+SkZEht2/flmrVqklsbKwkJycrxxxTp06Vvn37Gv36fZ0Xa+7Xr5/Ur19f6Z0VFxcnR44ckdu3b8uwYcOkadOmotFoZMeOHfLll1/KkCFD5K+//pJOnTqJu7u7hIeH50vNDJOMRHJyspQqVSrbuOULFy7IvHnzlCtlfz8RDQ0NlZo1a0paWpqsWLHCYA5oHz16JOXLlxdHR0dZt26dhIWFiZmZmUydOvWlq343btwQR0dH2bx5s/JaNzc36datm7KMIe7kdJKTk2Xu3Lnyww8/yIYNG+SXX36RsWPHSvv27aVevXpSr149ZazrgwcPlL+Djm6jolars101NmTHjh2TcePGSZ06dcTe3l60Wq0kJydLxYoVZd26dcpyd+7cEZVKpbTXGDf6ufFi+3x9faVJkyYSExPz0nLG8Du+ffu2VK5cWRYtWiTJycly6dIlmTBhglSrVk0ZRhAeHi4qlUrq168v7dq1k5iYGBk+fLgMGzZM1q1b98q2G7pz585Jo0aN5Pvvv5fY2Fh57733ZPny5S8tt2DBAunfv7+IZG2nbWxsJD4+XqKjo/O75P9kzZo10q9fPzly5IhkZmaKi4tLtt458fHxyjpu27ZtgVjHL0pLSxM7Oztlsm2RrC7206dPl99++01E/i9QGjBggNy5c0cePXokLVu2lAcPHsjPP/8sVatW1fvv9XXCwsJEpVLJ3r175c6dO3Ljxg1JSUmR4cOHyw8//CCbN2+WZ8+eydGjR6Vhw4by448/yrNnzyQtLU0mTpwovXr10ncTckw3hOfIkSMyZswYsbGxkZ07d8qGDRuUv8GLdEGSrvehiIi/v/8re3MYg79fyChfvryMHTtWTpw4kW25xMREGTp0qPzxxx8SGRkpmzdvlp49e740p6MhWrp0qVhaWsrt27dlypQpUqZMGRkwYEC2eVR0jP3Y8p+8GHZOnjxZGjdurIwGCAsLk+TkZOV7HRQUJC4uLsp8KrGxseLu7i7du3dX3sOQ/g7p6ely9OhRmTNnTrZjqJ07d4qzs7Nysb1jx44ybNgwSU9PFxcXF6V3pY6hhqE6/3Tu4OrqKvXq1ZNz584p61Xn999/lzJlysjp06flt99+E0dHR7l+/bqeWvHfxMfHi5OTk8TExMiqVavE2dlZuXjRvn17GTJkiNGu39d5cTs9YsQIKVeunHJzEx3d7zsxMVE+/fRT+eCDD2TAgAHi7+8vkyZNkgYNGoiLi0ueD217EcMkI3Hr1i0xNTVVNpSXLl2SSZMmSc2aNbOdoLx4IhoXFydJSUmyZ88eqVKlikEd0FavXl1Wr14tjx8/lsaNG8vGjRulcePGShdr3QlpTEyMtGvXTpnUs0KFCtKhQwflfQxpJ/cqjx49kgoVKkiXLl1k6NChMnjwYPn++++lQYMG4uvrKw8fPlSWPXfunDJOXcTw2/Z3L85F0L9/fylbtqw0b95c6WI5ePBgmT59urJMcHCwLF68WPm3br4RnYIULr3Ylrlz50rNmjWVneKpU6de6pJriL/jF0+qDh8+LFu2bJGGDRvKqFGjZNq0aTJ8+HApUqSIeHt7i0jWNmv58uVy7tw56d69u7Rp00Z69+6tl9r/C926u3Tpkjg6OmabEH/58uXSu3dvuXbtWrbXnDhxQsqUKSM3b94UjUYjVatWzXZAYKjf7RdPQg4cOCCLFi2ShQsXyuTJk+Xo0aOyc+dOadKkiYwZM0Zmz54t58+flzVr1siFCxeMeh3/k0aNGkmvXr1Eo9HI5cuXlZPUF9fniz2UdI/v3bvX4Pa7Orp9i1arlVWrVkmxYsWUMOXTTz99ZXCwd+9eqV+/vvz4449y//59GT16tPj4+ORr3W9Kq9XKN998I3Xr1pUOHTpIhQoVJCQkRIKDg8XU1PSlsGH8+PFSpUoVZW4kY78bUGpqqgQHB4uIyLx586Rr164SGxsrjRs3lk8++UQOHTqUbXnd92PJkiXi6+sriYmJUrt2bYMear906VKxsrKSixcvyrfffiuOjo4SGhoqO3fulM6dOyu9GnTb3ri4OKM+tnydF+v++uuvpVKlStKmTRtp3br1S8GDSNZxZ7Vq1ZS/T+nSpQ1yiJ9uve3bt08cHR2lXr16ygXWbdu2KT3KZs2aJVFRUfL8+XM5cuSIiIisXbtWudmFobTn3/zbucPf766Xnp4u4eHhYmpqKkeOHJEDBw4Y1dC2F9fL+PHj5X//+5+cOXNGunfvLsnJyXL+/Hlp2rSpiGQdpyQkJCgXdIxx/b7K3wN/lUolT58+FRF55W9X56OPPpKKFStKWFiYnD59WsaMGZPvN/lgmGTAXpzk8eDBg3Lv3j159913ZciQIbJs2TLp27evNGzY8KW7p+jmUFq2bJls3LhRqlSpYjBdHDUajaxatUp69uwpO3bskHr16smBAwfk3r17UrNmTTlx4oT88ssvMmPGDOXHs2zZMildurQkJSVlO5gx9I2GVqsVjUYjrVq1yja3zaFDh0SlUimTuT548EAuXLiQ7bWG3ra/e7HeyZMnK71nVqxYIQ4ODnLw4EHZvHmzODo6KsNeli9frnSb/6cNpbH7e5BkbW0tI0eOVCbTL126tPTv31+2bduW7XWG9Dt+9uyZjBo1ShYvXiwzZswQlUolIlnDnRo1aiRt27aVBw8eyJMnT6RUqVIyduzYbK8/ffq0uLm5KXOUGMv3W7fuHj16JH5+ftKvXz/p1KmT7NixQ2JjY+XBgwfSqVMnWbt2rYhkD2N69eolP/zwg4SHh8uoUaOyjfs3RKmpqXLgwAFJS0uTOXPmSP369WXChAmyYMECWbJkicycOVN+/vlnOXPmjCxevFi6d+8ujo6OymSXp06dMsp1/He6njciIj/99JPcv39fmjVrJs2bN5eZM2fK6NGjpW3bttKhQ4dsAWtSUpK0bdtWRowYIXPmzDHYybZ16yU+Pl4+/PBDuXXrlmzcuFFMTEykRYsW2XpmpKWliVarzXYi5+rqKvPmzcu2zzLUcFTn6dOnsm3bNmnYsKG8++678tVXX0lwcLCYmJjIyZMnZceOHTJ8+HAJCwuTzMxMCQ4OVo6/jHVI24tiYmLkk08+EXd3d2nXrp08f/5cpk+fLr1795bZs2fLoEGDlBMznWPHjknDhg3l8OHD8tdff0mjRo0kIiJCTy34Z1euXBGVSiUHDx6UlStXir29vXKhbtGiRWJnZyfJycly6tSpbBfwli9fLqVLl5bExESjOrZ8lYyMDNmyZYts375dREQmTJggVapUkcePH0tycrL06dNHPvzwQ+Wi34sX/wYNGiStWrWSxMRE8fX1VR43lL/Di9uXadOmyfvvvy8//vij3L17V7Zv3y61atWSO3fuyIULF5SLl9u3b1d+u2fPnn1p7h1Dlptzh1dNH3Hw4EGpXLmyUQVJISEhsmLFClm6dKn06NFDEhMTJS4uTjm+OHz4sDRq1EhEsoY3fvbZZ0rIf+bMGaNav/9m5MiRUrx4cSlbtqxykyKRV++LEhISZOjQodmG4b94XJJfGCYZqKSkJJk1a5Zs27ZNpkyZopy8Xb58WUqXLi1ubm7y9OlTOXv2rLRr1+6lu0CdPXtWVCqVFC1aVO+TbYuI/PLLL8rB58aNG5WueL6+vnLp0iUpVaqUDBkyRHbt2iWtWrWSzz//XGbOnCnp6ekSGRkp5cuXl59++kk5wDOUnVxOdO3aVbkb27Zt26REiRLK3a9u3bolVatWldWrV4tI9p2msbTxxZonTZokVapUUboeJycny/bt26VEiRLyv//9T5ycnJQrKtOmTZMKFSoY7CSeb8Pfg6QPPvhAbt68KStWrJCPPvpIKlWqJLt375bt27fLqFGjlANBHUP5HesOtlUqlVSoUEGZK+nWrVsybdo0cXd3l6VLl4pI1hC4EiVKyJgxY7K9x9GjR5Xw0Bjo1l1UVJQ4OjoqV4mCg4PFw8NDpk6dKhEREbJ3714pV66cMqm2bhs1ePBgZSJfQz/ZFhG5f/++dOrUSXr06KHcDKBLly7Sr18/mT17tixevFimT58uv/76q/KaL774Qt5//33l4MXY1vHfPXv2TKZOnSoTJkyQCRMmKPtdEZHWrVtLtWrVlMm2P/74Y2nZsmW2IFytVkvDhg3F2traIPa7f6fbpyQlJUmVKlWyzYnSvHlzKVq0qKxZs0ZEsk9yKyJKT8o1a9bI+PHjldcZ+nc7KipKjhw5IuPGjRNbW1vp16+f1KtXT0xNTeXEiROybds2eeedd6RevXoyf/78bMPJX3fnL2Px4rpp3769fPTRR5KZmSkTJ05UTlK+/PJLGTVqlPzyyy/y+++/K9+RCxcuyKlTp0Qk6/ti6Pvpb775RkqVKiVlypRR2rBhwwZlmMiqVatEpVLJl19+qWyrw8PDpUKFCkZ7bPkitVotHTt2lDlz5sj8+fPlvffeyzbM+N69e/LOO+9It27dlG2W7mR869atUqlSpWzhgyH9HXTrZtGiRdK0aVO5ffu2fPfdd+Ls7KwM51m3bp0yWfjYsWOle/fuysn306dPpW/fvkY3RDU35w669RUSEiIqlUqZPsPQ6bZRuukAatWqJSJZv+f169cr7QoMDJT69etLRkaGzJkzR1lOJKuXYf/+/Y1u/b7KuHHjxMTERKKjoyUpKUkqVaokPXv2VJ7/e6CUmJgo27dvl+PHj+d3qdkwTDJQ8fHxMmfOHClevLiUL19ePv74YxHJGu+8fft2sba2loCAABHJSqvbt2+fbQiRSNbVGkM4sE9OTpZPP/1UFixYoBy4xMbGysyZM8XT01OqVq0qU6ZMkXbt2knTpk3l8ePH8uDBA2USbpGsrveLFy82qoO7zMxMyczMlPr168uVK1dk586dUqRIEWndurU8efJEbt++LQ4ODkrPBt0Ea8eOHTPKnjq6ScJ1J5a7d++WkSNHSnJysly4cEEGDx4sJUqUkI8++kiWLl2qHNz9faxzQfH3IMnOzk6qV68u6enpsnr1ailVqpR4eHhIQkKCJCcny8KFC2XkyJHKnWZ0DOV3/PXXX4uDg4OIZAXCFSpUEJVKJTdv3pQLFy5I1apVlcl7b9++LSVLlsx20mlMXgySqlWrJhMnTpTx48dLrVq1RK1Wy+nTp5UhBHPmzJG6desqJ146MTExyuSvxuLjjz8WFxcXady4sTRu3Fg6dOggQUFBMnPmTJk5c6YsWbJExo8frxzQbtmyRYYOHarnqt+uo0ePSvHixeW9996Tjz76SG7evClnz56V9evXS+PGjZV98fPnz18ZKKWkpMj9+/f1Vf6/evz4sVSrVk1GjBihPNavXz/p1auXHD58WOrVqyezZ8/O1lMjLi5OWrRoke0uhCKGHyQ9evRIdu7cKSNHjpTy5cvLkSNHJDAwUMzMzCQ0NFQ2b94slSpVklWrVsn3338vderUkblz5xaIk5IXzZkzRzp37ixarVbGjx8vAwYMEJGsk+6lS5dKSkqKuLu7ZxvulpiYqK9yc0wX7A8dOlQSExNl5syZUrlyZRHJGqZbtmxZuX79umzbtk1MTU3l+vXr8tlnn8nEiRPl2bNncvLkSenfv7/RHVv+na72q1evikqlkpo1a2YLkrRardSoUUO6dOkiHh4e0qpVq2zbrHv37kmdOnWUINnQfPnll6JSqaRJkybKNmjVqlXi4uIiUVFRsmXLFmnWrJk8ffpUFi5cKL1791a2TbqeSn/fdhmyNz13+O2330Sr1cq9e/f03ILcmzt3rjRt2lRatWoljRs3lhEjRkhcXJwcPnxYRLJ6CY8cOVJEsub5cnNzU3pwiYhR90pKS0uThw8fys6dO2Xr1q3KTTFEsu5e5+Dg8I+BkiFgmGTARo0aJY6OjvL8+XNZu3attG/fXlQqldy6dUsuXrwolSpVkpUrV4pIVhfADh06GOwcBrNnz5YiRYpI165dJSUlRS5cuCCHDx+WgIAACQ0NlfXr10ubNm2kT58+snnzZomKihInJydlyIRarVbuXGdsOnXqJF5eXmJiYiJr1qyRGTNmyIABA8TGxkZ8fHzkxo0b0qxZMxER+fHHH6VixYoGfTLyKpmZmdKqVSv54IMPRCSri7FKpZLGjRvLokWLJDU1VZKTk6V58+ZSo0YNGTJkiDRq1Ei6d+9utBPl5dTcuXOlSZMmolar5ejRo+Lg4CAVK1aUrVu3KrdO379/v3h4eMjkyZNl7NixStdeQzFmzBhRqVQyY8YMEcman8LCwkIJUNRqtcyaNUtKly6tnITqJuD++uuv9VX2f3L37l0pWbKkeHl5iUjWDv+TTz6RsWPHSkZGhmg0GtmyZYu0bt1aSpUqJR988IF8+umn8tFHH4mjo6P873//U97L0E+6RbKGMDVo0EBEsvY9lStXVq6K9uvXT0aNGiVhYWESEBAgX331lWzcuFEOHTokGzZs0GfZb92kSZOkQoUKIpJ1h8KaNWuKSqWSP/74Q0REatasqZyMP3v2TPr06SNt2rQxmnl1Pv30UyUQExEZOHCgVKxYUVJSUkQka+jP2LFjpXPnztKnTx/Zt2+fxMfHS5kyZWTs2LFG8V3WuXPnjixZskTef/992bFjh2zatEkZ2hYcHCyVKlUSf39/OXPmjEydOlWKFSsmjRo1yjZ3obHTDXkJCQmRqVOnyqBBg0Sr1Yq3t7c0bdpUbt68KYcPH5YvvvhCnj59KgkJCfL111/LvHnzDDpQSk1NleXLl8u6deskJCREefzrr7+WIkWKSMmSJeXq1auyadMmpTf/N998IyIiffr0ETMzMxk9erSkpqYa7bHl302ZMkVq1KiR7Q6aGo1G3n//fWUuu5iYGBkwYIB07Ngx21Qa4eHhBtv77MqVK/LFF19ku5NkrVq15NatW7Jp0yZp1qyZJCUlycKFC6V9+/Zy48YNGT9+vHTs2FHef//9fJ8/5m3J7blD2bJlX5pLyRj4+vpKmzZtRK1Wy4ABA2TgwIGSkpIiffr0kXfeeUe++uoruXz5snJcvHbtWmnRooWIZJ8OxhhptVpZvHix1KpVS0qWLKkcU7/YM/CfAiXd+YO+MUwyULqhbYsWLRKRrFshWlhYKDvNBw8eyMaNG6Vdu3bKl+/w4cPi7u6e7bbi+qY78IyNjZUPP/xQIiIiJCQkRDp06CDXr19XgrKaNWtKRESEnDx5UplE7/z580ZzgP4qWq1W1Gq11KpVSz777DNl3Z09e1beffddqV+/vty5c0dEsuZXadOmjRQvXlxCQ0P1WfYb02g0Ur9+falQoYJYWFjIhQsX5Pfff5du3brJL7/8IiIiXl5eEhQUJCJZAURB9OJOYN68efL+++8rVwn37t0rNjY2UrduXUlOTpa7d+/KtGnTpHbt2tKhQwd5/PixNGrUSDp37vxSDyV9unnzpkRHR8u+ffukZcuWYmpqKrVq1ZIdO3bIrVu3xNLSUk6ePCkrV66UHj16KHNr3Lx50yB6Vb2JsLAwZVJH3XYoODhYvvzyy2xzh+h6Xn7wwQcSEBAg8+bNkwULFsj9+/eN7sS7bt260rp1a2nbtq0EBgbKokWLxM/PTz744ANlmPLWrVtl+PDhMnnyZCXsN2YvrqMVK1aISqWSCRMmiEajkR9++EHMzMyUCfLv378vu3btkvr168vChQtFJKsHR5s2baR9+/Z6qT+3Xgzv+/XrJ++9954MHTpUgoKCZMyYMeLh4SF3796V8PBwGThwoLRr105q1aolVapUkQULFhhVDw7dun3w4IFs2bJFCZK2bdsm9vb2SpA0btw4cXBwkN9//108PT2lffv2Rn3s8aLr16+Ll5eXNG/eXFq2bCkiWRcHPvnkE+nbt69UqFBBGjVqJNWqVZNKlSpJ8+bNpXXr1rJ161aj+RvoQhDdvnfhwoVy584dCQoKElNTU/H19ZWUlBTp0KGDeHt7S6dOnWTYsGH6LPmtmzlzppiZmWU7rtIFSS+GxyIi69evV3owGcvvWXfyvGPHDqldu7bcunVLNm/eLM2bN5ekpCSZP3++Mmn+pk2bpHv37rJ27VqjPJ4uTOcOqampEhgYKCkpKbJo0SIZPny4JCcnS79+/eSHH36QS5cuiUqlkj///FPZns+YMUPatGmj58r/O932KjExUc6ePSvx8fGvHV76qkBp+vTpBjOkkWGSgfj7SUdISIhcvXpVDh8+LDVq1BATExNp06aN3LhxQy5fviwqlUo2btwoU6ZMUXojqdVq2b9/v0F2cYyPj5cqVapI9+7dpVOnTlKrVi25fPmyhIaGyu+//y6urq6yatUqZVLiLl26GETa+l/9+uuvYmNjo9zt6a+//pJKlSrJV199JePGjZMhQ4bI1atX5ZNPPhE7OzulS66x0X1/MzMz5eOPP1a6motkHbhUqlRJzpw5I61bt36pJ4MxnXD/m5SUFFm6dKmyUz969KhylXDr1q1SsWJFOXfunKxYsUK569n9+/eVK2deXl7y0UcfyaZNmwzytuq6g9Dt27fL2bNnpXnz5mJjYyMDBgyQy5cvy7hx46Rz586vnBTSWF27dk26desmTZs2ldq1a4uZmZlUr15devToIdOmTZP9+/fLL7/88tIBuzEKCwuTli1byooVKyQ9PV1atGghNWrUUA7ON2/eLO7u7rJ+/XqZPXu2eHt7S0pKitH+hl+s++eff5aHDx/KkydPJDo6WipXrixmZmbSvHlzWbFihZw5c0ZUKpUEBQXJjh07ZMiQIcoBfXR0tNH1Jm3Xrp307dtXRLJC0i5duijDv0Qk222FY2JijLIHh279LlmyRFQqlRw4cECCg4OlWLFismbNGvn9999l/Pjx4uDgoASGX331lUFOnJ4bmZmZ2YZC3LhxQ8aNGyeenp7SqVMnZYqExYsXy5dffinr1q2T27dvS0xMTLZeLYZOq9VKQkKC1K5dW+rXry8fffSR0ntl06ZNYm5uLt9995189913EhwcLA8fPlRuYqNjSHMD5UZ6enq2iXbXrVsnpqamyl0ZXxckhYSEiIWFhSxevFh+/PHHfK35v7py5YpUqlRJli5dKlu3bpX69etLYmKiLFy4UCpUqCCDBg2SvXv3Gk1A9k8Ky7mDSNbvOD09XRYuXCiRkZHSt29f8fPzk6SkJOndu7e0adNGIiIiJDIyUv744w8ZNmyYDBo0SHmtMUpLS5Pvv/9eZs+enW3IaUxMzGt7l925c0ccHBykb9++snDhQilVqpTBTLLOMMkAvPhjWLNmjTLBp0jWpGsqlUqCg4Nl0aJF0rt3bylXrpz07NlTHj9+LF5eXlKpUiXl6r8h/7AWLFggXl5esm3bNlm4cKE4OzuLra2tiGR1xa5du7b4+flJSkpKgTgZ1Wq1cujQIWXemLt374q9vb2MGjVKRLIS+a+++kqaNGki5cqVM8hbSOeG7ruXmpoqDRo0kHbt2olIVs+NOnXqyA8//CCurq6yZ88efZaZp3744Qd5//33ZdWqVdkeT09PF09PTylTpoyIZE2k37JlS4mLi1OW6d+/v7KDNETp6eny3XffKSddp0+fllKlSomLi4uMHj1aFixYIIGBgdK+fXv59NNP9VvsW5SQkCD79++XPXv2yO7du2X69OlSq1Yt+eKLL6Rv374yaNAgmThxonzxxRf6LvWtuHr1qtSrV0/69Okj77//vvKd7devn7zzzjvKnevu3r0rsbGx+iz1P3lxXzl9+nRxdHRUhvUcPXpUVCqVhISEyLlz56Rnz55SokQJ6dixo1y+fFmGDh0qNWvWVHpcGptff/1VOnbsKCIimzdvlpiYGNm+fbv069dPgoOD5fjx42JtbS07d+4UEeM94dY5deqUBAcHi0jWBKeVKlWS1atXy4wZM8TBwUE5ATd2ugBJN4eKRqNRTlSuXr0qgwcPluXLl4tarZaPPvpI/Pz8ZPv27eLp6SmBgYGSnJys/C4M+Vjy7y5duiQhISGyatUqiYuLk5iYGBk/frz07NlTDh06JLt27ZJvvvlGatasme3uSMb6vX7+/LmEhobK3r17sw3z+fnnn8XKykrWrVsntWrVeilIOnjwoJibmxvtBb0HDx5Ily5dZM2aNXLkyBFJTk6WRYsWSadOneTJkyeyYcMG6datmzL3l7Gu38J27qCj0Whk5cqV0qlTJ7l27Zq0b99eli1bJidOnJCqVatKx44dZfr06dKtWzdle26M0tLSxM/PT6ZMmSIdO3ZUJs8OCgqSqlWrSoUKFeTKlSvy/Pnzl+6+GBMTIyYmJlKhQoWX7gKuTwyTDMj06dPlgw8+UA5o4+LiZPjw4coB3bFjx8TKykpatmwpixcvll69esnBgwelc+fOMnXq1Gy38DVEL17V9PPzE0dHR2ncuLEEBASIv7+/3L9/XxYuXKgcCIkYz07un+g2Aps3b5Y5c+bI0qVLxdXVVXx8fGTcuHFSoUIFuXr1qp6rfDt06ysiIkKaN28unp6ecu7cOfnkk09k3bp1ypwFBdHNmzelYsWK2W7R+ejRo2xXiL28vKR+/foiItK9e3dlmFDv3r2N4mqpri1//PGHWFpaStOmTWXnzp0yaNAgmTNnjohkTeYZGRmpzzLzVExMjDRo0CDbhNsDBw5U5lYqCK5duyaffvqpxMTEyKxZs+Sbb76RFi1aiIeHh5QpU8ZgbxH+JiZPniwNGjRQgt2kpCT5+eeflZs/XLx4UcqWLSstW7aUSZMmybhx4+TEiRPi7e0tPXv2lPT0dKPbT724fenQoYO4ubmJWq2WrVu3Ss+ePaVu3boybdo0g5zo8796/PixLFy4UOzs7KRkyZLy+++/i0jW38TY1uPfLVy4UJo0aSITJkwQEZE2bdoo/68THx8vLVu2lIYNG0rz5s1FJOskpkOHDhIeHp7vNb9tZ86cka5du0pycrLMnDlThg8fLtu2bZPatWvL559/rixnqPvYf5Oeni5Xr16VtWvXSteuXeXy5cuSkJCgDF9dvXq1mJubS926dbO9ThckrVu3TkTE4M8XXicqKkoZ1uPt7S09evSQq1evSkREhBw5ckScnZ2VbbexK0znDjr37t2Ttm3bSvXq1WX06NGSkpIiycnJYm9vr2zLjHmeJK1WK1u3bpUxY8aIVquVIUOGKNulH3/8URYvXqxMhP/dd9/JV199le31fn5+YmNjY3DzgDFM0qO0tDSlS+706dOlevXqsmXLllcue+HCBSlatKg0bNhQvL29Zfbs2cokkQcOHJDo6Oh8q/u/evLkiQwYMED+/PNP2bBhg1StWlUZ/2osY/T/i/DwcHn48KFUq1ZN7OzsjL5L/atoNBpZu3atdOnSRS5cuKAEpLqrpMZ4EPNP0tLSxM7OTvr166c8dvnyZZk+fbqcPn06285v+PDhUqNGDaWLuYeHh1EESS+6dOmS+Pv7S0BAgEybNk3WrFkj3bp1M6o7puTWi9/ZyZMny7Rp00QkK/QfMWKEcgBbUL7bugPZL774Qpo0aaLcme7rr7/ONgTK2GRmZsr58+flxo0bMmXKFGncuLE8f/5cTpw48VJIdvfuXVGpVFK/fn3x9/eXGTNmKAe09+/fz3YbeWPWrFkzadq0qcTHx8u4cePk448/LhC9g18nISFB5s6dK66ursrwRGP93Wo0GuVORjExMeLv7y/nz5+XDz/8UFq3bp1t2ZiYGKlQoYIsXrxYHj9+LO7u7qLRaGTr1q1StmzZAnMR4MMPP1R+p1OnTpXy5ctn6y1rDPvYV/nrr7/k6tWrsmXLFqlfv760aNFCYmJipGbNmtKrVy/lO7xlyxaxsrKSzZs3i0jWOUJBCJJeNHPmTGnatKmkpqbKxx9/LOPHj5c///xTvL29C8x2+e8Kw7mDSNZwrv3798uFCxekR48eUr16denevbvyvLH+fjMzMyU4OFi2b98u/fv3l40bN4parZYaNWq88kYmu3fvFicnJ2Xkkbe3t5QpU8ageiTpMEzSk4yMDNm8ebO0b99eBgwYIK6urnLv3j358ssvZcyYMZKYmCguLi5y8eJFycjIkF27dsm3334rGzdulBUrVoiXl1e2uwUZG93G4P79+/LZZ5/J8OHD9VxR/lqxYoWULl1arl+/ru9S8kx0dLQ4OTnJvHnz9F1KvmjUqJH06tVLNBqNXL58WaZMmSJlypRRrhy9GChNnDhR6tatKx9//LHSdVnE+HaSo0aNknnz5smxY8ekQYMGRjXfxpvQHYDr7j6ic/bs2WxDFguKsLAwad68uRIkGTutViupqanSq1cveffdd6VVq1aSmpoq06dPFxsbG2Ues127dklAQIDcu3dPDhw4ILt375apU6fKunXrpHPnzgWmZ9aL25u2bdtKtWrVpHXr1rJs2TI9VpU/EhISZPr06dK9e3d5/vy5UZ5ca7VaOXr06EvDPgYMGCBt27YVEZETJ04oxxlqtVrpDXv79m1p2LChZGRkyMOHDw3uSveb0H2f//jjD+nVq5fExMRIixYtsg33MrZ9rM758+elVatWMmzYMGncuLG0b99eIiMjpWvXrtKwYcOX5jNbvXq1FC9eXCZOnChFixYtUEGSSFbvd90Fjy5duign3Lq7UhZUheHc4UX9+vWTHj16KHNHGft3d8aMGTJv3jzZuHGj9O7dW9asWSObN2+WHj16yPTp0yUgIECZPuDWrVtSuXJl2bJli4SFhRnMZNuvYgbSCzMzM7i5uWHs2LEoV64cDhw4gDJlymD+/Plo27YtatWqhYYNG6JOnToAgI4dO6Jr167o2LEjPDw8UK9ePfz8889ISkpC8eLF9duYN6BSqQAA9vb28PHxgVar1XNF+efixYvw9/fH/v37UaNGDX2Xk2fKly+P4cOHIyoqSt+l5Innz5/D1NQUFhYWWL58OTZt2oQBAwbgww8/ROvWrZGcnIw6depgwoQJ2L59O4oUKYKMjAyYm5vDz88PmZmZ+Pbbb5Geng4AEBGYmJjouVW507x5czx69Ah2dnbYsmULSpUqpe+S8kXt2rVx4cIF5d/169fXYzV5p3jx4li8eDHq1q0LEVG228ZIV7+lpSXKli2L1q1bY9u2bfDz80NISAi8vLxQpUoVTJ8+HcHBwahTpw7UajUmTpyIBQsWIC4uDtWqVUNCQgIsLS313Zy3wsTEBFqtFiYmJggJCYGJiQk6duyIL7/8EgCMfp3/kxIlSsDT0xMmJiYoUqSIvst5IyqVCra2tqhUqRIOHTqE6tWrIyAgABcuXMCVK1eQmZmJadOmwcPDAzVq1ECxYsXQp08fAEBgYKCybm1tbWFra6vPprwVuv2ng4MDbt68iR07dmDlypWoWrUqACjfdWOTmZmJ58+f45133sGePXtQunRpbNmyBSNGjMCTJ09w5MgRbN68Ga6urqhVqxYAYNCgQbCwsMCAAQMwcOBADBgwACICAAXiN12pUiUAwIEDB3DlyhXlPKho0aL6LCtPFZZzByBr33P16lWkp6ejRo0aeO+99wAY53c3PT0dv/32G8LDw3Hnzh1Ur14dHh4eePz4MQ4cOIBy5cph2LBhOH36NI4ePQo/Pz8EBwejYcOG6NOnD2bPno2LFy/iyZMnKFmypL6b80oMk/LZiwdnwcHBsLa2RkhICEqXLg0g6+A9IyMDqampysbixR1g586dUa5cOZQoUQKrVq0yyiAJyL5BcHBw0GMl+a9KlSo4cuQIypQpo+9S8tyXX36Jd955R99lvHXPnz/H3LlzkZqaCgD49ttvodVqceLECbRp0wbr1q3Dvn37ULVqVfTu3RsdO3bEwYMHYWFhoQRKCxYsgEajwV9//YUaNWoY5U6yW7dusLCw0HcZ+Ua3jt577z3Url1bz9XkvfLly6N8+fIAjPMgTufF/a63tzcuXryI48ePY86cOdi3bx98fHwAACtXrkR8fDx2796NW7duYePGjfD390fdunVRrVo1VKpUCZs3b0a5cuX02Jq3y8TEBCKCo0ePom7dupg5cyaAgh0k6ZQtW1bfJfxn77//PsaOHYtffvkFPXr0wJMnT9C0aVNcvHgRbm5uaNy4Ma5cuaIsHx8fj/DwcDRs2BBOTk4wMyt4pwFly5bFjBkzcP78eQwbNgyA8QZJqampuH37NuLi4hAXF4ciRYrA2dkZrVq1grW1NQ4dOoS+ffvi6NGjmD59OooXL64cU3t4eCA5ORkHDhxARkYGzMzMCtxvukaNGvjuu+8KRBj6bwrTuYNKpUK1atUwevRovPfee0YZ+Ov2oUePHsUXX3yBokWLYs2aNdi+fTvWr1+PTZs24ZNPPsG5c+fw9OlTzJo1CwDQq1cvfPfddwgODoazszMCAwNx7NgxtGjRQs8tej2V6KJqylfTp0/Hrl278PnnnytXP0UEDRo0QP369bF48WK0atUKTZo0wfz585WdYGRkJOzt7fVcPVHuFMQTk2PHjqFHjx6wsbFBnTp1MHfuXCQmJuL27dsICAhAhQoVsHnzZqSmpuKTTz5BXFzcS4FSQVEQ129OFea2G5tZs2YhJCQER48exaJFi7B9+3ZMmTIF5ubmWLZsGVJSUrB161Y8f/4cZcuWxebNm3HkyBHUrl0bnp6e+i4/z6WmphrlQXth9eJ+pEOHDvj9998REBCAqKgo7NmzB76+vjh9+jTOnj2LrVu3AsjqkfTNN9/g3r17SEtLKzC97Aqi9PR0XLt2DWFhYfD390eJEiXw3XffoWXLlqhfvz42bdqEwYMHIykpCR9++CFCQkLQpk0b9O/fP9t5gkajKZChoQ73wWTIvv76a+zfvx8ODg5o1KgR1qxZowRLlSpVwsGDB3HgwAG4uLjg888/R+fOndGrVy+MHj0aGRkZmDt3LoYNG2bQganxxfQFwMKFC7F27Vr8+eef6NmzJ6ZNm4b9+/eja9euaNasGZYtW4YiRYpg+/btOHv2LCZPnqy81s7ODgDADJCMSUHc0YeEhKBYsWIIDw/HtGnT0KtXLzRs2BDVqlXDqVOncOPGDQwcOBBFihTBmjVrULZsWXTu3BlpaWkFKkgCCub6zanC3HZjMnXqVAQGBmLv3r2YMWMG5s6di3nz5ilBUnJyMnbt2oUff/wRTZo0wfLly9GnTx+oVCpcu3YNGo1G303IcwySjIeIKPuRPn36QKvV4ttvv8W0adPQv39/9OnTB/Pnz0dKSgrUarXyOhMTE5iYmODp06cMkgxcSkoK/vrrLyxduhTm5uZYuXIlpk6diurVqyMoKAifffYZHj16hAkTJqBBgwaIiIjAjz/+iKCgIKSmpirnCQU5SAK4DybDdfbsWTx48ADBwcEYMWIETp8+jZiYGOzfvx9RUVGYOHEiUlJS0KFDB1y5cgV+fn6YP38+Bg8eDI1GA3Nzc0ydOtWggySAYVK+S0lJwePHj6FSqXDnzh3Y29ujZcuW2L17N1q2bIklS5agefPmGDFiBJKSkhAcHIz9+/fD19cXwP9tNLnxJMpfLwa4K1euxLx589C/f39kZmbi9OnTCAsLw65du+Du7o7IyEj4+vri1q1b+Pbbb/HOO+9gxYoVAIDu3bvrqwlEhVb79u1x4cIFlChRAlWrVoVWq8X9+/eVHkm7du1CQEAAzp49i++++w7btm1DaGgoHBwcMGrUqAJ/QkbGRXcM2KVLFzx48AAhISH44osv0KpVK0yYMAFeXl6oX78+Vq1ahdjYWADAqlWrMHv27EI1v50xs7KyQtu2bTF+/HgEBwdj+PDhiImJwcGDB/H555/j8ePHmD59Op4/f45p06ahdu3amDlzJtauXYuHDx/yPIFIz2rWrImVK1eiRo0aiI2NRWRkJKpUqYKpU6fim2++gZ2dHc6dOweVSoV27dohPj4eJ0+eRPHixZVjDlNTUz234t8xTMoH8fHxOHbsGADg3XffxdixY9G9e3d06dIFd+/eRdeuXbF+/XpERkbiwYMHWLRoEdq1awd7e3vY2tqidevWOHjwINLS0vTcEqLC6cVu1KtWrULnzp0RHx+P8ePHo1q1avDy8kLjxo3x6NEjnD17Fg4ODnj27BkmT56MGzdu4O7duyhevDjWrl2rhEpElH+aNWsGa2trpKWlYciQIbhz5w5+++03qNVq7NixA0uXLsX58+exbds27Nu3D++//z7c3NwwYcKEAj/ZKRmnmJgY2Nvb4/fffweQNZxp8ODBiIuLQ1JSEqZNm4ZPPvkEycnJGDlyJKZOnYqdO3fC1dVVz5VTTpiZmaF06dJo3bo1unbtitjYWISEhKBfv35ITk7GlClT8Pz5c8yfPx9FihTBhg0bAGTNo6WbsJiI9KdYsWIoWrQotmzZgilTpmDJkiUoUaIEbty4gVOnTsHCwgJ//PEHLl26BBFBvXr1cO/ePTx9+lTfpecKw6Q89vTpU9StWxfHjx9XHrO1tYW3tzdatGiBPn364Pr163B0dETx4sWxcOFCFClSBD169MA777yDqKgoREdHw9fXl12SifTgxSBpxowZmDVrFt59912UKlUKN27cwL1797Bv3z58++232LdvH9q3b48OHTrA2dkZe/bswZkzZ3DixAkAWRMac84zIv3RTRh//PhxnDlzBmvXrsWlS5fg7++PJUuWYNSoUdBqtViyZAkA47gqSIVTuXLl8OOPPwL4v3lxmjdvjqioKPzyyy8AgDt37gAAHj16hH379uGDDz7QV7n0hu7duwdTU1McPnwYe/bswe7du9G1a1e8++67mD9/PooWLYq9e/fCwsICAwcORHBwMABOh0FkKKytrbFu3Tq0bNkSd+/exeeff4758+fj0aNH2L9/Pw4cOIAtW7bA3Nwcc+fONbqeo5yAOw8lJSWhZs2aaNasmXLFAABOnz4NNzc3xMbGYvHixTh16hRGjhyJpk2b4qeffkJKSgoGDhyIevXqAQCSk5NRrFgxfTWDiABMmTIFR44cwd69e2FtbQ21Wo0tW7agYsWKaNeuHf7880+0b98ezs7OaNiwIdLT09GjRw/s378fN2/exKZNmwrk3VSIjE1qaipGjx4NrVaLuXPnonjx4vDy8kJYWBjef/99LFu2DAAndiXjoguUPDw8UKNGDUyfPh3du3fHpEmT4O7uXuDm6itMdHeji4qKwvr167FhwwZkZGQo8ydZWloiPT1dCcu57SIyPNeuXUOtWrXQsWNHpKamIigoCLNnz0Z0dDTatWun3NTH2DBMyiPJycmoU6cOmjRpgtWrVyuPb9y4EYMGDcLJkyfRsGFD/PHHH1i7di3Kly+PSZMm4ebNm9i8eTPu3r2LkSNHwt3dXY+tICq8tFot/vzzTxQtWhTr1q3DsWPHcOTIEZw7dw4ODg6oVKmSsuy9e/fw3nvvwd3dHQMHDkR8fDxSUlKwYMECREZGokiRIoXidq5ExuLu3bvw9vZG2bJlMW7cOFSqVAnHjh1D69atARjvrcSp8NIFCGPHjkViYiLmzp2L8ePHY86cOXB0dNR3efSWJCQkYNmyZViwYAEOHjwINze3AneHWKKC6MSJEzh8+DDc3NwQEhKCmzdvonTp0kpvQmPFI6U8kJSUBDc3NyQkJKBXr17K40FBQRgwYAA2bNiAhg0bAgDq16+P5s2b4+LFi7h48SJq1qyJtm3bwt7eXrlzGxHlLxFRbsnp5uaG33//HUePHoWvry8++ugjpefC7t278cMPP0ClUmH//v2YNm0aHj9+jGrVquHGjRu4f/8+7O3tGSQRGZjKlSvDz88PsbGx8Pf3x/Xr15UgSUQYJJHR0fVEiYuLQ3JyMsqXL4/ly5czSCpgSpYsiREjRmDSpEn43//+h7t37zJIIjICzZs3x6xZs9CtWzc0a9YM6enpGDx4MAAgMzNTz9W9Od6e5C1LTExEzZo10bhxY9StWxfbtm2Dubk5EhMTMWDAAKxfvx69e/eGVqsFkHWb1t69e+PgwYMYP348fv31VzRp0gT16tXjbXqJ9EB3ddfS0hJly5ZF69atsW3bNvj5+SEkJAReXl6oUqUKpk+fjuDgYNSpUwdqtRoTJ07EggULEBcXh2rVqiEhIYHznBEZMEdHR/j6+mLYsGFYv349fHx8YGlpyeEhZNRsbGyU7/C7776r52ooLxQvXhyffPIJnJycULlyZX2XQ0Q5pDvH6Nu3L5KTk1GzZk0Axj0/I4e5vUUxMTFwdXVF69atsWbNGiQmJmLZsmU4cuQIDh8+jC1btuCjjz4C8H9j23XCw8Mxffp0fPbZZ2jbtq2+mkBUqL04z4C3tzeOHz+O48ePY968edi3bx98fHwAACtXrkR8fDyWL1+OW7duYePGjXB3d4ezszOSk5PRsGFDiAhsbW312BoiygndBLecHJ8KgvPnz6NkyZKoUqWKvkuhfMI5koiMR0H7vbJn0lu0du1adOjQAYGBgQCAEiVKwMbGBocPHwYA7Ny5E/fu3YOzszPs7OygUqkQFxcHX19f2NraYty4cbwFMZEe6Tbus2bNwsmTJ/Hrr79i0aJF2LdvH6ZMmQIAWLZsGVJSUrBz5048f/4cHTt2RHJyMo4cOQJTU1N4enrqswlElEscBkQFie7mLVR4FKQTU6KCrqD9XhkmvUUTJkzI9u+goCAMGzYMP/30E1asWIFz586hfPny+P7772Fubo6YmBhUrFgRZcqUQbt27VC1alUULVpUT9UTEQBMnToVa9euxeXLlzFjxgz88MMP2LVrF54/f45ly5YhOTkZu3fvhr+/P1asWIGvvvoKX375JY4ePYpr16691OuQiIiIiIiooOEZz1vy9y5rusm2169fDw8PDzx//hzh4eGYN28exo0bhyJFiuDp06coXbo0ihcvrsfKiehF7du3x9ixY1GiRAlUrVoVWq0W9+/fx9atW5GSkoJdu3YhICAAZ8+exXfffYeAgADUq1cPDg4O6NGjB4MkIiIiIiIq8DhnUh44ceIEOnbsiJ9//hl9+/YFAGzfvh1jxozBhQsXYG1tDSArgAKyursVtPGTRMYuLS0NlpaWiI2NxdSpU3H79m0lSLp48SI2btyI4cOHw9LSEkuWLOGteYmIiIiIqNDgJfQ8ULlyZezfvx/NmzdHZmYmTE1N4e7ujqJFiyIjI0NZ7sXwiEESkWGxsLAAABw/fhxnzpzB/v37cenSJfj7++PChQsYNWoUtFotlixZAsC478RARERERESUGyb6LqAgsre3R/PmzQH83wnms2fPcOfOHTx58kSfpRFRDqlUKqSmpuLw4cOoX78+zM3NUa9ePXTu3Bl9+vRBRkYGli9fDiCrl6GJCTenRERERERUOHCYWx7TDV8LDQ1Fz549ERoairJly7InEpGRuHv3Lry9vVG2bFmMGzcOlSpVwrFjx9C6dWsAgFarZZBERERERESFCs+A8pguNNq8eTPKly+PcuXKMUgiMiKVK1eGn58fYmNj4e/vj+vXrytBEnskERERERFRYcSzoHzw9OlTPHr0CA0aNADwfxNvE5FxcHR0hK+vL65evYr169cjLS0NAOc6IyIiIiKiwonD3PJJaGgorK2tUblyZX2XQkRv6N69ezA1NYW9vb2+SyEiIiIiItIbhklERERERERERJRjHOZGREREREREREQ5xjCJiIiIiIiIiIhyjGESERERERERERHlGMMkIiIiIiIiIiLKMTN9F0BERERU0CUlJeHhw4e5fp2joyOKFCkCAJgxYwZ69uyJOnXqvLScWq3G559/jjFjxqBYsWIICwtDnz59/mvZRERERK/Eu7kRERER5bH169dj4MCBsLa2ztHymZmZSE1NxW+//YZ69eoBACpWrIiAgAD06NHjpeVFBEWKFMGGDRtQrlw5tGvXDufOnUPNmjXfZjOIiIiIALBnEhEREVGeK1KkCExNTREXF/fG72FmZgYzMzNoNBqkpaXB3Nwc5ubmUKlUUKlUsLGxgampKZo2bYpNmzbBzs4OIgKVSvUWW0JERETEOZOIiIiI8pypqWm2fyclJeHZs2cvLRcdHY1p06YhMTHxped0odDhw4dRrFgxWFpawsTERAmTHj58iJ49e0KlUqFbt24oWbIk4uPj86ZBREREVKgxTCIiIiLKZ8OGDUO9evXw559/Znt87ty58PPzw+HDh1/72mbNmuHWrVu4d+8eHj58iOjoaERHR6NRo0ZYsGABoqOjERERgVu3bqFUqVJ53BIiIiIqjBgmEREREeWz6dOno1ixYmjQoAFWrFgBADh9+jSWLVsGX19f9OrVS1l25syZaN68OWJiYjB58mR4eXmhatWqcHBwgK2tLcqXL4/y5cujTJkyEBGUL18eiYmJqFq16ks9ooiIiIjeBoZJRERERPnM2dkZp0+fxtixYzFs2DCMGDECHh4eaNasGcaPH59t2fr16+Pjjz9G0aJF0bRpU7Rp0wb9+/dXhrepVCpMmjQJJUuWRGJiIpKSklC7dm2sWrVKT60jIiKigo5hEhEREZEemJmZwc/PD2vWrMGPP/6I+/fvY8GCBS9NmN2xY0d4eXnBysoKnTp1Qr9+/fDOO+/g008/hYigV69eKFKkCEqXLo34+HiEh4cDAFq2bKmHVhEREVFhwDCJiIiISI9OnjyJYsWKoXjx4ujbt68SBv2TV92hrWLFirhz5w6uXLmCKlWqoHLlynlRLhERERHDJCIiIiJ98fb2xoYNG7B3716cPHkSz549Q+PGjXHz5s1cvY+IoHLlyrh9+zZ+/fVXdOjQIY8qJiIiImKYRERERJTv1Go1Bg0ahKVLl2L37t1o3rw5ateujRMnTsDc3BwdOnRAdHT0K18bERGB9PR0rFu3DmZmZtixYwfS0tJQr149REREYPfu3ejZs2c+t4iIiIgKEzN9F0BERERUmOzYsQMjR46EqakpTp48iTp16ijPVa1aFfv370e3bt0QExMDW1tbAIBWq0VmZibGjh2L8uXL4+TJk1izZo3yOhGBSqWCvb090tLS0KpVq/xuFhERERUi7JlERERElI9atmyJwYMH48KFC9mCJJ1atWrhypUrynOBgYGoVq0aEhIS0LFjRyVESk5OxpYtW9C7d2/4+PjgwYMHiIuLQ7FixZCZmYl169YhLCwsH1tGREREhQXDJCIiIvp/7dwxamJBAMfhf0ihbdJqLXgBA8ETeAAfWOQGomCdJqnT5BJaexurkPaRyCuCiLyH2y0EluUtJASW74MpBmZgpv3BDN+sruskSVVVSZLVapXLy8tUVfXHUdd13t/fs9/v0+v1Mp1O8/r6mufn55RlmfF4nOvr6zw8PGQ0GuXu7i5FUeT29jaHwyHL5TL39/dZr9c/eGsA4H/lmRsAwDc7Ho9pmiZXV1f/tK8oimw2m08fag8GgwyHwzw9PeXm5iYvLy+ZzWZ5e3vLdrvNbrfLZDJJt9vNYrH46qsAAOTifD6ff/oQAAB81jRN6rpOp9P567qPj488Pj5mPp+n3+8nScqyzOl0+j0HAPhKYhIAAAAArfkzCQAAAIDWxCQAAAAAWhOTAAAAAGhNTAIAAACgNTEJAAAAgNbEJAAAAABaE5MAAAAAaE1MAgAAAKA1MQkAAACA1n4B/R1541hDeucAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1400x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#过滤警告\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "# 绘制各区域每平米价格的箱线图\n",
    "plt.figure(figsize=(14, 10))\n",
    "sns.boxplot(x='区域', y='房价(/㎡)', data=data, palette='Set3')\n",
    "plt.title('成都各区域二手房每平米价格对比', fontsize=15)\n",
    "plt.xlabel('区域', fontsize=12)\n",
    "plt.ylabel('每平米价格 (元)', fontsize=12)\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d1e0bea2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制房屋面积对每平米价格影响的散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['房屋面积'], data['房价(/㎡)'], alpha=0.5, color='blue')\n",
    "plt.title('房屋面积对每平米价格的影响', fontsize=15)\n",
    "plt.xlabel('房屋面积(㎡)')\n",
    "plt.ylabel('房价(/㎡)')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c7d99b48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制面积与总价的散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['房屋面积'], data['总价(万)'], alpha=0.5, color='orange')\n",
    "plt.title('房屋面积与总价关系')\n",
    "plt.xlabel('房屋面积(㎡)')\n",
    "plt.ylabel('总价(万)')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "6f445a2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制建造时间与房价的散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['建造时间'], data['房价(/㎡)'], alpha=0.5, color='green')\n",
    "plt.title('建造时间与房价(/㎡)关系散点图')\n",
    "plt.xlabel('建造时间')\n",
    "plt.ylabel('房价(/㎡)')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d5d26102",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制房屋总价直方图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(data['总价(万)'], bins=50, color='purple', edgecolor='black')\n",
    "plt.title('房屋总价分布')\n",
    "plt.xlabel('总价(万)')\n",
    "plt.ylabel('房源数量')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "66903e12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算各区域的房源数量\n",
    "area_counts = data['区域'].value_counts().nlargest(10)\n",
    "\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.pie(area_counts, labels=area_counts.index, autopct='%1.1f%%', startangle=140, colors=sns.color_palette(\"pastel\"))\n",
    "plt.title('各区域房源数量占比前十名')\n",
    "# 相等的纵横比确保饼图绘制成圆形。\n",
    "plt.axis('equal') \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b5763b7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oaKhuuOEGtW7dOm9euetayMzMVNWqVZWRkZE3iiI6OlqLFi3SggUL8q7fjz76SLVr19aUKVNKTMAXLlyos846S6tXry7yHgAA/och6AAAr1i+fLkuvPBCRUZG6uuvvy7SQTokJERz585Vhw4ddNVVV2nx4sXFvo6rivnjjz/q6NGjOnr0qKZPn16kU3hB27dvV506dTR48GBlZ2erWbNmmjp1qsLCwmSz2XT55ZfrwIEDCg4Olt1uV3BwcKHz16lTR3feeaduueWWQg3ennjiCUVGRpb4dfJwY5eT50SfzDWH3JUwu2L4/fffdf7550syCd0dd9yhhQsXavfu3Ro9erQGDBggh8Mhh8Oht956S2eccYZmz56tJUuWFHqtDz/8UDVq1FCNGjV05plnSjLJeseOHVWlShU988wzecO1S0vA77rrLp111lk666yz1KRJEzVp0kTHjx/XO++8k7f/rLPO0plnnlkooZZMZdc19PzgwYOqUqVKsctzuRT8MKJ58+Z6/vnn5XQ69eijj+rPP/9Us2bNJJkPMsaOHasrrrhCK1askCRt3bq1xK7ub7/9tlauXKnGjRurcePGatiwoUaOHKkqVark7du2bZsmTJhQ5Lm33367zjrrLP3zzz86evSoOnXqpPXr1ysjI0PHjh3TK6+8oqefflrHjh3TsWPHVK9evUIN9R588EGtWrWq2E71c+fO1aJFi9SmTRutWbOG5BsAAgQJOADAo7Kzs3Xfffepe/fu6tWrl7755psSk+UqVapowYIFOuuss3T11VfnzZ8uyFWZrlGjhmrVqqVatWopPDy81KR29+7dGjVqlDIyMvT777/r3HPP1b333qu0tDQ5HA599dVXqlOnjhwOh7KyspSWlqbLLruszPcWFhamrl27Fpqv7HQ69eeff0pSobnT6enpysjIUE5OTpnDnV1cc8FdQ8YLJtFBQUEaO3asYmJiVL16dR05ckT169dXcHCwgoODlZ2drerVq6tGjRpq0qRJodcdNGiQDh48qIMHD+q3334r9Ngdd9yhjIyMvCZsGRkZRRLwlJQU5eTk6IcfflBaWprS0tI0aNAg9enTJ+9+wa+Tq/mS9P7772vAgAGSTHW/Vq1aeVMSLr744kIfZMyePbvQfPwVK1bo3HPP1dlnn61PPvlEv/32W96HAM8++6yeffZZXX755fr000+Vk5OjtWvX6pJLLin2exwaGqpvv/1WY8aM0ZgxY/Iq9xMmTMjb98knnxTqql/Qf//7X9WpU0dRUVGKjY3V+eefr6ioKEVGRqply5Zq0aKFIiMj1aJFCx09erTI80/+ICoxMVEJCQkaMmSIqlevrnPOOafMRncAAP9BAg4A8Kjg4GDFx8dr2rRpeu+994qdT1xQRESE/ve//2n69OnFNlRzrcecmpqaV1lMT08vtXratWtXxcTE6IknnlBycrI6deqkxMRE/f3339qxY4f27dunnJwcJSYm5g1v/v333/MSwpKU1b294OOXXXaZqlatquDgYC1dulTjxo0r1Kzs8OHDuvXWWwvtc3UaL7g+dkk2bNhQaIi3axh0ccLCwhQTE6OYmBhFRkYWeiwiIkLXXXddXsfx4tYS379/vyTT/KzgvtDQUO3YsaPI1z///FNkSbbly5fnDX/fvXu3GjZsqNjY2LwPMd5//301atQo774rHkm68sorlZ2dreeff17t27fPS/QvvvjivPW8+/Xrp7///luPPvqocnJydMEFFxT7vcjIyND555+vYcOGadiwYXlrvw8ZMiRvX5cuXYqdNy9JzzzzjDIzM/X666+rXr162rlzZ6EPYyZPnqzg4GB99NFHqlOnTrGv4ZKWlqZLLrlEGzdu1IoVK9S5c+dSjwcA+B/mgAMAPG7UqFEVOr5BgwYaNGhQsY+5kuKCy3BJKjW5sdlseuqpp3TjjTfqkksuUXR0tNq0aaPk5GSFhYXJ4XAoNTVVHTp0kGSGV2dkZGjjxo15Q7SLk5WVpRUrVpRYHS34ocDSpUtls9kUHBxc7DrmxS1Dlpubq6ysrBJf3+Xvv//W+vXrCyWpJ06cKHZoc3n85z//yVteLS0trUjH9o0bNyouLk5RUVF5+7Zu3ardu3frk08+KfJ6t912m6ZPn553PzMzU1999ZWee+45HTx4ULt27VLbtm2VlpamBQsW6MYbbyz0/E8++US9e/cutHTciRMn9Oyzz6pZs2Z67733FBwcrF9++UXz58+XpLzlup577jmNGjWqxA9+Hn74YR04cCDvvqtSX7du3bxrauDAgfrXv/5V7PNdrzts2DBt2rRJvXv31qJFi9SoUSO99957GjNmjKZPn16uERXVq1fXkiVL1LRpU1WtWlVTp04tcozT6dTx48dVvXr1Ml8PAOB7SMABAJZxVbMrIi4uTgcPHiyyv6xh3RdccIFsNpsOHDigtWvXFmoetnjxYt144436559/Sn2NRYsW6ciRI5o9e7b69u2rnJwcXXbZZVq6dGmh47Zv367mzZsrKysrb19x646XJSgoqNj51zk5OXnzp51Op+6//35deumlhTpkHzlypMShy2lpadqxY4ek/Gp2QQWHrB89erRIAr506dJCQ7q//fbbvKZoJ69lfeGFF6p58+aF9n355ZdKS0vTVVddpc8++0w1atRQhw4d9Mwzz+j555/Pm+fuinXMmDGaMWOGFi5cmDfVoGrVqvr++++1ZMkSzZw5U8uWLVNMTIxmzpypYcOGKTw8PO97VNJIhl9//VWDBw9WeHh4ketn0qRJeSMYcnJydOLECdWpU0cXXXRRsa8lSVOnTtU999yjdu3aqW/fvpo3b57ef//9Ej9MKig3N1dOp1PnnHNOqcft3LlTnTp10syZM9WzZ88yXxcA4FtIwAEAlsnMzCxxaG9JgoKCFBMTU+oxOTk5harGmzZtUv/+/XX11Vfr3HPPVc+ePdWsWTN169ZNrVq10u+//66DBw9q7dq1CgsLU0hIiOx2u+x2u+Lj43Xs2DHdc889+vPPP/X111/rl19+0XnnnacuXbroqquu0ldffaXIyEhFRETIZrPJ6XTq+++/V3Z2tlauXFmuocQFk+qyOBwO5eTk6OjRoxo6dKhWr16tH3/8UZL02WefKSkpSXPnztWQIUOKPDc3N1effPJJkUr1yXO0XbZu3ZrX5VsyQ/8//vhjvf7665LMsnK33367evbsWST5zsnJ0bZt24qMInjjjTfUsWPHvKp/QkKCtmzZoueff16vvvqqWrVqpfXr10syVeHPPvtMF110kR544AG9+OKLea/TuHFj1alTR3/88YdGjhyp9u3ba8aMGUpISNBDDz2kVatW6bXXXtP999+fNxy84LSAli1basOGDYqKisrbn52drZCQEC1dujSvsZvT6VRGRkapUw6cTqc2btyoWrVqKTU1VXPnzlWjRo104sQJ7d69W7GxsSU+1/X8k38GYWFh+uWXX/THH3/k9ROYPn269u7dW2j0AQDAf5CAAwAsk5mZWeoyXi6uucJlmTt3rmbPnq1FixblJZ9Op1P33XefzjvvPL3//vsKCwvTfffdp88++0yrVq3Su+++q927d+ctNVYwCW7VqpU2btyoxMRE7d69W99++60iIyPVsWNH3XzzzZo3b56WLVum9957T4cOHVJaWpqOHz+ujIyMvNcZPnx4uRJwV1JdFqfTqZycHGVkZOjHH3/Ub7/9pm+//VaNGzeWJP3111+aPn26rrjiCo0ePbrI87OysnTzzTdr5syZksz867i4uELV+nnz5un777/Xn3/+qS+++EIff/xx3mMTJkxQTk6OrrzySm3ZskU333yzHA5HoWW0Pv/8c+3YsUM///yzUlJSCs2/TkxM1DfffKNnn31WY8aM0fbt2/Xxxx9ryJAh6tOnj4YOHaq//vpLq1atyhvefe6552rSpEn65ZdfJJnq/uTJkzVnzhzl5ubq9ddfV79+/SSZiv2FF16opk2bas2aNXlD5W+55Rb99NNPWrFihapWrZrXrC0yMrJIA7+aNWuqV69ehariTqdTqamp6tmzpz788EPl5uZqxowZSkpK0oYNG/Tjjz8qOTlZ/fr10zfffKPWrVtr6tSpevLJJ3XbbbcpOjpaZ555purUqaPx48cXma8vqci/hWuuuUZz5swp9AFGUFCQrr/+erVr166kSwQA4MNszvJ+3A4AgEVatmypiy66KC9pLMmqVat02WWXqWXLlnrllVfyEl9X9bKs5b8kUwHNzc1VUFCQ7HZ7kbna5eXqqB4SElKoG3pJwsLC9OKLL+ree++t0Hmys7PLnCNe0LvvvquQkJC8DyiOHz+uGTNmaPDgwXnzvpcsWaLBgwerbdu2uvnmm3XDDTfkPf/999/X7t27NXbsWHXv3l2HDx/WwoUL1bRp07xj3n77bT322GOKj49XQkKCxo4dWyiG9evXKyoqSjt37tTixYv19NNP648//lDt2rUVGRmpCRMm6D//+Y+effbZIs91eeqpp9SqVStdddVVhX6uS5YsUVJSkoYOHVoogd64caP279/v1mHbo0aN0vLly3XxxRerR48e6t69e5Gu5k6nUz///LOWLl2qX375RdWqVdM777xT7nO4+gC4uLrcAwD8Ewk4ACBguDpPl3eZL5yeo0ePqkqVKiV2Wz9VaWlpSk1NVb169dz6ugAAWI0EHAAAAAAAL6BEAAAAAACAF5CAAwAAAADgBSTgAAAAAAB4QUC10czNzdXevXtVo0aNU+5aCwAAAABAebmWqqxfv36ZjWADKgHfu3ev4uLirA4DAAAAAFDJ7Nq1S7GxsaUeE1AJuGvtzV27dikiIsLiaErncDi0ePFi9erVSyEhIVaHgwDCtQVP4dqCp3BtwVO4tuApXFsoKCUlRXFxcXn5aGkCKgF3DTuPiIjwiwQ8PDxcERER/KOFW3FtwVO4tuApXFvwFK4teArXFopTnmnQNGEDAAAAAMALSMABAAAAAPACEnAAAAAAALyABBwAAAAAAC8gAQcAAAAAwAtIwAEAAAAA8AIScAAAAAAAvIAEHAAAAAAALyABBwAAAADAC0jAAQAAAADwAhJwAAAAAAC8gAQcAAAAAAAvIAEHAAAAAMALSMABAAAQcHJypBUrbPruuwZascKmnByrIwIAEnAAAAAEmPnzpcaNpZ49gzVp0gXq2TNYjRub/QBgJRJwAAAABIz586WBA6Xduwvv37PH7CcJB2AlEnAAAAAEhJwcafhwyeks+phr34gRYjg6AMuQgAMAACAgrFxZtPJdkNMp7dpljgMAK5CAAwAAICDs2+fe4wDA3UjAAQAAEBDq1XPvcQDgbiTgAAAACAidO0uxsZLNVvzjNpsUF2eOAwArkIADAAAgINjt0pQppR8zebI5DgCsQAIOAACAgJGQIL39dtH9drv00UfmcQCwCgk4AAAAAsq555rbmBin7r//Z9Wq5VRODsuPAbAeCTgAAAACys6d5rZ5c6cuu2y3RozIlSRNnFj8GuEA4C0k4AAAAAgof/9tbhs2NLd33pmrqlWlX36Rli+3LCwAIAEHAABAYHFVwOPiTLk7Olq67Tazb+JEi4ICAJGAAwAAIMC4KuCNGuXvGzHCLEP25ZfS5s2WhAUAJOAAAAAILK4KeMOG+RO+mzWTrr7abE+aZEFQACAScAAAAAQYVwXcNQTdZcwYc/vBB9K+fV4OCgBEAg4AAIAAkpYmHTlitl1N2Fw6dpQuvljKypJeecX7sQEACTgAAAAChqv6XauWFBFR9HFXFfz1102yDgDeRAIOAACAgOGa/12wAVtB/fub+eBHj0ozZngvLgCQSMABAAAQQE5eA/xkdrs0apTZfuklKSfHO3EBgEQCDgAAgABSVgVckm6+2awNnpQkffqpd+ICAIkEHAAAAAGkrAq4JIWHS/fcY7ZfeEFyOks+FgDciQQcAAAAAaM8FXDJJOBhYdKPP0rff+/5uABAIgEHAABAAClPBVySzjjDDEWXpIkTPRsTALiQgAMAACAgZGdLe/aY7bIq4FJ+M7bPPpO2bfNcXADgQgIOAACAgLB3r+lqHhoq1alT9vFnnmmWJXM6TUd0APA0EnAAAAAEBNf877g4Kaicf+WOGWNu331X+ucfz8QFAC6WJ+APPvig+vXrl3d/06ZNat++vSIjIzV27Fg5aUsJAACAcijv/O+CLrlEuvBCKSNDeu01z8QFAC6WJuC//fabXnvtNU2ZMkWSlJmZqX79+qldu3Zat26dtmzZopkzZ1oZIgAAAPxEeTugF2Sz5VfBX31VSk93f1wA4BJs1Ylzc3N1xx13aOTIkWrSpIkkadGiRUpOTtakSZMUHh6u8ePH65577tGtt95a7GtkZmYqMzMz735KSookyeFwyOFweP5NnAZXfL4eJ/wP1xY8hWsLnsK1BXfZsSNIkl0NGuTI4cgt97V15ZVS48bB2rHDphkzcnTHHbleiBb+jN9bKKgi14HNadEY79dee01jx47Vyy+/rJiYGPXu3VsTJkzQDz/8oC+//FKS5HQ6FR0drSNHjhT7Gk8++aTGjRtXZP+sWbMUHh7u0fgBAADgW556qoN++aWO7r13vXr0+LtCz/3f/5po2rRzVb9+ml5+eansdg8FCSDgpKena8iQIUpOTlZERESpx1qSgKelpSk+Pl5169ZVQkKCvvvuOx0/flydO3dWRkaGXn311bxja9eurT/++EORkZFFXqe4CnhcXJwOHTpU5hu3msPh0JIlS9SzZ0+FhIRYHQ4CCNcWPIVrC57CtQV3ad06WL//btOiRdnq3t1ZoWsrLU1q0iRYx47ZNHdutgYMoA8RSsbvLRSUkpKimJiYciXglgxBnz9/vo4fP65ly5YpJiZG2dnZOvfcc/XOO+8UGW5epUoVpaenF5uAh4WFKSwsrMj+kJAQv/mH4E+xwr9wbcFTuLbgKVxbOB1Op7Rrl9lu2jRYBS+l8lxbkZHSXXdJEyZIkycHa+BADwaLgMHvLUiq0DVgSRO23bt3q0OHDoqJiZEkBQcHq3Xr1jp27JgOHjxY6NjU1FSFhoZaESYAAAD8xJEj0vHjZjsu7tRe4777pJAQ6fvvpTVr3BcbALhYkoDHxsbqxIkThfbt3LlTkydP1poCv+2SkpKUmZmpqKgob4cIAAAAP+JagqxOHalKlVN7jXr1pBtvNNsvvuieuACgIEsS8L59+2rLli164403tHv3bk2dOlUbNmxQQkKCUlJSNGPGDEnS+PHj1aNHD9npggEAAIBSuJYgq8ga4MUZPdrczp8vJSae3msBwMksScCjo6P15Zdf6t1331WLFi00ZcoUzZkzR3FxcZo2bZruvfdexcTEaOHChXruueesCBEAAAB+xFUBr8ga4MVp1Uq64gozp/yll04/LgAoyLJ1wDt16lRouLlL//79lZiYqJ9//lkdOnRQdHS0BdEBAADAn7irAi5JY8ZIixZJ77wjjRsn8ecoAHexpAJelrp166pv374k3wAAACgXd1XAJalbN+n886UTJ6TXXz/91wMAF59MwAEAAICKcGcF3GYzVXBJevllKSPj9F8zUOXkSMuXS7Nnm9ucHKsjAnwbCTgAAAD8njsr4JJ07bVmObN//pE++MA9rxlo5s+XGjc2IwaGDDG3jRub/QCKRwIOAAAAv5aRIR04YLbdUQGXzHrgI0aY7RdflHJz3fO6gWL+fGngQGn37sL79+wx+0nCgeKRgAMAAMCv7dplbqtVk6Ki3Pe6Q4dKERHS77+bpmwwcnKk4cNNp/iTufaNGMFwdKA4JOAAAADwawXnf9ts7nvdiAjpzjvN9sSJ7ntdf5WZKa1da5LvkyvfBTmd5kORl16SkpO9Fx/gD0jAAQAA4NfcPf+7oPvvl4KDTYOxdevc//q+bNcuac4cadQoqWNH84FEx47Sq6+W7/ljx0qRkdI555jRBNOnS5s3M5wflZtl64ADAAAA7uDODugni42VBg+W3n/fzAWfPdv953CHnBxp5Upp3z6pXj2pc2fJbi//8zMypJ9/NhXuNWvM7Z49RY+LiZGaNTOPl6VuXWn/fpN0b95sEnDJJPIXXWSS+Q4dzFdkZPljlU7//QJWIQEHAACAX/NkBVySRo82CfjcudKECabTty+ZP7/osPDYWGnKFCkhoejxTqf50MKVaK9ZI/36q+RwFD7Obpdat85PlDt2lJo2NRXsxo1Ngl7cPHCbzZw/KUk6dMicw3Wen36SUlKkJUvMl8tZZ+Wfo0MHqVWrkhPqir5fwJeQgAMAAMCvebICLklt2kg9ekjffGOSvJde8sx5ToWrG/nJibCrG/m8eVLv3mb4vCvhXrvWVKZPdsYZJgF2JcEXXGAa253Mbjffh4EDTbJd8NyuOfiTJ5vj6tSRBgwwX5KUnS1t3Fi40v7nn6bR3e+/SzNnmuOqV5cuvLBwlTwmpnzvlyQcvowEHAAAAH7N0xVwSRozxiTgb78tPf54xYdMe0J5upEPGmSOO3nedXCwdP75havOjRuXv4ldQoJJdourRE+eXHIS7Drv+edLd91l9p1cJf/xRyktTfr2W/Pl0rSpGXJe0vu12Uz39QEDGI4O30UCDgAAAL+Vm5u/DJmnKuCS1KuXaSa2aZP01lvSgw967lzltXJl6d3Ipfxh5fXrFx5K3ratVLXq6Z0/IcEku6c7FzsmRrrySvMlmQ8MNm8uXCX//XcpMbH013F1X1+5Urr00lN6S4DHkYADAADAbx04IGVlmaSvQQPPncdmM1XwW24xw69HjpRCQz13vvLYt698x738snTPPe5dos3Fbnd/suuae966tXTHHWbfkSPS889Lzz1X9vPL+30BrMAyZAAAAPBbrvnfDRqY4c2eNHiwqSTv2+cb3dDL+37POcczybc3RUWZuezlUa+eZ2MBTgcJOAAAAPyWa/63J4efu4SGmnXBJWnixOLnInuD0ynNmGHW1i6NzSbFxZlh4YGgc2czx7y0DxMC6f0iMJGAAwAAwG+5KuCebMBW0J13mg7dmzZJixd755wF7dol9ekj3XabWc6rWTOTkJ6clJ7cjTwQuLqvSyUn4Y88EjjvF4GJBBwAAAB+y5sVcEmqVSu/8jxxonfOKZmq97RpZn3sr76SwsLMfOitW0038pPnv8fGBuaSXK7u6ye/X9d8/HfeMT0BAF9FAg4AAAC/5e0KuGSW3rLbzbJkv/7q+fPt3Cldfrl0++1SaqrpZP7rr9IDD5h54AkJ0o4d0rJl0qxZ5jYpKfCSb5fi3u/WrWZpuJ9+ksaOtTpCoGQk4AAAAPBb3q6AS2a97GuvNdsvvui58zid0ptvmiZqS5ZIVaqY861aJZ11VuFjXd3IBw82t4E+DPvk99ukifTee+axqVOlTz6xMjqgZCTgAAAA8FtWVMAlafRoc/vRR/nrkLtTUpLUo4c0bJiUliZ16iRt2CCNGhX4yfWpuvLK/Or3bbeVvW44YAUScAAAAPillBTp2DGz7c0KuCRdcIGpvGZnm4qru+TmSq++Kp17rvTtt1LVqqaR2ooVUosW7jtPoHrmGenii821ce21UkaG1REBhZGAAwAAwC+5hp9HRZnO5N42Zoy5ffNNKTn59F8vMVG67DLp3nul48elLl2k337Ln3OOsoWESB9/LEVHS+vXmxEDgC8hAQcAAIBfsmL+d0FXXCG1bGkao02bduqvk5trquitW5tKd3i49PLLprlYs2bui7eyiI2VPvjAbL/+uknIAV9BAg4AAAC/ZNX8b5egoPy54JMnSw5HxV/jzz+lrl1NlTs9XerWTdq40VTBg/hL/ZT17m3WBJfMsnF//GFtPIAL/6wBAADgl6yugEvSDTdIZ5wh7d4tzZlT/ufl5EgvvWSq3qtWmSH0r79uljZr0sRz8VYm48aZDzfS0sx88BMnrI4IIAEHAACAn7K6Ai6ZpcHuu89sT5xolg4ry7ZtUufOZn5yRobpdr5xo+l4TtXbfYKDzTrhZ5xh5tLff7/VEQEk4AAAAPBTrgTcygq4JN11l+lW/uuvpnN5SXJypBdekNq0kdaskWrUkN56S1q82KwtDverX98k4TabmafvmhsOWIUEHAAAAH7JNQTdygq4ZDpu33ab2Z44UVq+XJo929zm5Jj9W7aYtbwfeEDKzJQuv1zatEm6/XaTHMJzuneXHn/cbN95p/lZAFYhAQcAAIDfcTikvXvNttUVcEkaOdLcfvWVaaQ2ZIi5bdxYuvFG6fzzpR9+kCIipOnTpUWLfCPuyuKxx0winp5u5oMfP251RKisSMABAADgd/bsMct3hYWZOb5W27Ch+P27d0sffihlZUl9+kibN5tqOVVv77Lbzc+hbl1TAb/nHqsjQmVFAg4AAAC/45r/HRdnfeOynByzjFhpoqKkhQvNGtWwRp060kcfmevl3XelGTOsjgiVEQk4AAAA/I6vzP+WpJUrTaW7NEeOmOXGYK2uXaWnnjLb99xjus8D3kQCDgAAAL/jKx3QJWnfPvceB896+GHTBO/ECTMfPDXV6ohQmZCAAwAAwO/4UgW8Xj33HgfPCgqS3n9fatDArMk+bFj51m8H3IEEHAAAAH7HlyrgnTubud0lNVaz2cxc9c6dvRsXSla7tvTxx6Y526xZ0ttvWx0RKgsScAAAAPgdX6qA2+3SlClm++Qk3HV/8mRzHHxHp07S+PFm+/77pV9/tTQcVBIk4AAAAPArTqdvVcAlKSFBmjfPDGsuKDbW7E9IsCYulG7MGOnKK6XMTDMfPCXF6ogQ6IKtDgAAAACoiMOHTQMtyQzt9hUJCdKAAaYr+r59Zs53585Uvn2Za0my88+Xtm+Xhg41Q9NZpx2eQgIOAAAAv+KqftetK4WFWRvLyex26dJLrY4CFREVZZLuzp2luXPNUmX33GN1VAhUDEEHAACAX/Gl+d8IDB06SM8/b7ZHjZLWrbM2HgQuEnAAAAD4FV+b/43AMGKEdNVVUlaWdN110rFjFgeEgEQCDgAAAL9CBRyeYLNJM2ZI8fFSUpJ0222sDw73IwEHAACAX6ECDk+pVUuaM0cKDZU+/TR/eTnAXUjAAQAA4FeogMOTLrhAevFFsz12rLR2rbXxILCQgAMAAMCvUAGHp91zj1kXPDtbuv566cgRqyNCoCABBwAAgN84cUI6eNBsUwGHp9hs0rRpUrNmZsTFzTdLublWR4VAQAIOAAAAv+Eafl69upmvC3hKRIRZFzwsTPrf//KHpQOngwQcAAAAfqPg/G+bzdpYEPjOO0+aOtVsP/yw9P33Uk6OtGKFTd9910ArVtiUk2NpiPAzJOAAAADwG8z/hrfdfrs0ZIhJvPv3N9dez57BmjTpAvXsGazGjaX5862OEv6CBBwAAAB+gw7o8DabTXrzTal+fdOMbe/ewo/v2SMNHEgSjvIhAQcAAIDfcFXAScDhTVWrqsSh5k6nuR0xouRjABcScAAAAPgNVwWcIejwppUrpQMHSn7c6ZR27TLHAaUhAQcAAIDfoAIOK+zb597jUHmRgAMAAMAv5ORIu3ebbSrg8KZ69dx7HCovEnAAAAD4hf37JYdDsttNQyzAWzp3lmJjS176zmaT4uLMcUBpLEvA77//ftlstryvZs2aSZI2bdqk9u3bKzIyUmPHjpXT1dUAAAAAlZpr/ndsrEnCAW+x26UpU8z2yUm46/7kyVyXKJtlCfi6dev0xRdf6OjRozp69KjWr1+vzMxM9evXT+3atdO6deu0ZcsWzZw506oQAQAA4EOY/w0rJSRI8+ZJDRoU3h8ba/YnJFgTF/yLJQl4dna2Nm/erC5duqhWrVqqVauWatSooUWLFik5OVmTJk1S06ZNNX78eE2fPt2KEAEAAOBj6IAOqyUkSDt2SHFxZpTu88/nKCmJ5BvlF2zFSTdu3Kjc3Fydd9552rNnj7p27aq33npLGzZsUIcOHRQeHi5Jat26tbZs2VLi62RmZiozMzPvfkpKiiTJ4XDI4XB49k2cJld8vh4n/A/XFjyFawuewrWF8kpKCpJkV2xsjhyO3DKP59qCp5x9dpB27bKrWrVs5ebmKrfsyxEBrCK/YyxJwLds2aIzzzxTL7/8smJiYjRy5EjdcccdatWqleLj4/OOs9lsstvtOnr0qCIjI4u8zoQJEzRu3Lgi+xcvXpyXxPu6JUuWWB0CAhTXFjyFawuewrWFsqxbd5GkukpO3qgvv9xZ7udxbcHd7PZzJTXRt9/uVIMGW60OBxZLT08v97E2pw90Ofv7778VHx+f15ht0qRJeY/FxcVp7dq1anDyZAsVXwGPi4vToUOHFBER4ZXYT5XD4dCSJUvUs2dPhYSEWB0OAgjXFjyFawuewrWF8mrbNlibNtn0v/9lq1evsv+E5dqCp0ya5NRDD4XqmmuyNXu25ekULJaSkqKYmBglJyeXmYdaUgE/2RlnnKHc3FzVrVtXmzZtKvRYamqqQkNDi31eWFiYwsLCiuwPCQnxm1+y/hQr/AvXFjyFawuewrWFsrjmgDdpEqyKXCpcW3C3Zs2yJUk7dgQpJISVnSu7ivx+seRqGTt2rGbNmpV3f82aNQoKCtK5556rNWvW5O1PSkpSZmamoqKirAgTAAAAPiI5Wfr/dj80YYPl4uNN1TspqYSFwYESWJKAt2nTRv/5z3+0dOlSLV68WMOGDdO//vUv9erVSykpKZoxY4Ykafz48erRo4fsLKgHAABQqbmWIIuOlqpVszYWwNW26sgRm44dszQU+BlLhqDfeOON2rx5s6655hrZ7XbdeOONGj9+vIKDgzVt2jQNHjxYY8eOVVBQkJYvX25FiAAAAPAhruHnrAEOX1C9ulSzZoaSk6soKUk6/3yrI4K/sGwO+IQJEzRhwoQi+/v376/ExET9/PPP6tChg6Kjoy2IDgAAAL7EVQFn+Dl8Rd266UpOrqK//iIBR/n5ZMeAunXrqm/fviTfAAAAkEQFHL6nTp3jkqS//rI4EPgVn0zAAQAAgIKogMPX1K1r1n4mAUdFkIADAADA51EBh6+hAo5TQQIOAAAAn0cFHL7GVQFPTLQ4EPgVEnAAAAD4tKwsad8+s00FHL7CVQHfuVPKzrY4GPgNEnAAAAD4tN27JadTqlJFql3b6mgAIyoqQ6GhTmVnm2sUKA8ScAAAAPg01/zvhg0lm83aWACXoCCpcWOzzTxwlBcJOAAAAHwa87/hq5o0cUoiAUf5BVsdAAAAQGWRkyOtXGnmM9erJ3XuLNntVkfl++iADl8VH08CjoohAQcAAPCC+fOl4cMLzxWNjZWmTJESEqyLyx9QAYevio83tyTgKC+GoAMAAHjY/PnSwIFFGzXt2WP2z59vTVz+ggo4fBUVcFQUCTgAAIAH5eSYyrfTWfQx174RI8xxKB4VcPgq5oCjokjAAQAAPGjlytKXKHI6pV27zHEoyumkAg7f5RqCfviwlJxsbSzwDyTgAAAAHrRvn3uPq2wOHpQyMszyY7GxVkcDFFa9unTGGWabKjjKgwQcAADAg+rVc+9xlY2r+l2vnhQaam0sQHGaNDG3JOAoDxJwAAAAD+rc2VRubbbiH7fZpLg4cxyKYv43fB0JOCqCBBwAAMCD7Haz1FhpJk9mPfCSMP8bvo4EHBVBAg4AAOBhCQnSvHlFh1DXqGH2sw54yaiAw9eRgKMiSMABAAC8ICFBqlnTbPfta27r1pWuvtq6mPwBFXD4OhJwVAQJOAAAgBckJ5uO3pL05pumGv7nn9KWLdbG5etcFXAScPgqVwK+Y4eUk2NpKPADJOAAAABe8Oef5rZuXalBA6lXL3P/k0+si8kfuCrgDEGHr6pf33yglp0t7d5tdTTwdSTgAAAAXuBKwJs3N7fXXGNuScBLdvy4dOiQ2aYCDl9lt0vx8WabYegoCwk4AACAF/zxh7l1JeD9+5s/3H/7Tdq+3bq4fNmuXeY2IiJ//jzgi1zD0BMTrY0Dvo8EHAAAwAtcFfAWLcxtVJTUrZvZpgpePOZ/w1/QiA3lRQIOAADgBSdXwCWGoZeF+d/wFyTgKC8ScAAAAA9zOotWwCXpqqskm0366af8ZBP5qIDDX5CAo7xIwAEAADzs8GHp2DGz3bRp/v66daVLLjHbn37q9bB8HhVw+AsScJQXCTgAAICHuYafx8VJVasWfoxh6CWjAg5/4eqCfviwlJxsbSzwbSTgAAAAHlbc8HOXhARzu2qVtH+/92LyB64EnAo4fF2NGlLt2mY7KcnaWODbSMABAAA8rLgGbC5xcVL79mae+IIFXg3Lp+XkSLt3m20q4PAHDENHeZCAAwAAeFhpFXApfxj6/Pneiccf7N1rkvDgYDNXHvB1JOAoDxJwAAAAD3Ml4MVVwKX8BHzZMunIEe/E5OtcDdji4iS73dpYgPJwNVgkAUdpSMABAAA8qOASZCUl4M2aSa1bS9nZ0mefeS82X8b8b/gbVwU8MdHaOODbSMABAAA8aN8+6fhxU8V1dUouDt3QC3NVwJn/DX/BEHSUBwk4AACAB7kasDVuLIWGlnycqxv64sVSSorHw/J5VMDhb1wJ+I4dpn8BUBwScAAAAA8qqwGbS6tW5pisLOmLLzwfl6+jAg5/U7+++ZAtOzu/gz9wMhJwAAAADypr/reLzUY39IKogMPf2O1mpIvEMHSUjAQcAADAg0pbA/xkrgT8yy+l9HTPxeTrnM78BJwKOPwJ88BRFhJwAAAADyrvEHRJatvWVNDS06Wvv/ZoWD7t2DEpLc1sx8VZGgpQISTgKAsJOAAAgIfk5Ejbt5vt8lTAbbb8ZmyVuRu6a/537dpSeLi1sQAVQQKOspCAAwAAeMiuXaapWmho+ecyuxLwzz+XMjM9F5svY/43/BUJOMpCAg4AAOAhruHnTZuaBk3l0bGjVK+eWYps6VLPxebL6IAOf9W0qblNTLQ2DvguEnAAAAAPqUgDNpegIOnqq812Ze2GTgUc/io+3twePiwlJ1sbC3wTCTgAAICHVKQBW0GubugLFpg1hSsbKuDwVzVqmN4FkpSUZG0s8E0k4AAAAB5yKhVwSerSRYqONlW0775zf1y+jgo4/BnzwFEaEnAAAAAPOdUKeHCwdNVVZrsydkOnAg5/RgKO0pCAAwAAeIDDkT8EtaIVcCm/G/qnn0q5ue6Ly9dlZkr79pltKuDwRyTgKA0JOAAAgAckJZl1wMPDpfr1K/787t2liAiTjK5Z4/74fNXu3ea2alUpJsbaWIBTQQKO0pCAAwAAeIBr+Hnz5pLNVvHnh4VJ/fqZ7crUDb3g/O9T+b4BViMBR2lIwAEAADzgVBuwFeTqhv7JJ5LTefox+QPmf8PfuRLwHTvMKBigIBJwAAAADzjVBmwFXX65GcK+c6f0yy/uicvX0QEd/q5BAykkxPSB2LPH6mjga0jAAQAAPMAdFfDwcOmKK8x2ZemGTgUc/s5ul+LjzXZiorWxwPeQgAMAAHhAwTngp6OyDUOnAo5AwDxwlIQEHAAAwM1OnJB27TLbpzMEXZL69pVCQ01FffPm04/N11EBRyAgAUdJSMABAADcLDHRVKtr1jz9pbQiIqRevcx2oHdDz83NT8CpgMOfkYCjJCTgAAAAblawAZs7ltIqOAw9kB08KGVmSkFBUmys1dEAp44EHCXxiQS8d+/emjlzpiRpxYoVatmypWJiYjRp0iRrAwMAADgF7mjAVlD//qax02+/Sdu3u+c1fZFr/nf9+qaLNOCvSMBREssT8A8//FBff/21JOngwYPq37+/Bg8erDVr1ujDDz/UsmXLLI4QAACgYtzVgM0lKkrq1s1sB3IVnOHnCBSuLuiHDkkpKdbGAt9iaQJ+5MgRjR49WmeeeaYkk4zXr19fjz32mJo3b67HH39c06dPtzJEAACACnPHGuAnqwzD0F0VcBqwwd9FROT3f0hKsjYW+JZgK08+evRoXX311Tpx4oQkacOGDerWrZts/z9Z6sILL9RDDz1U4vMzMzOVmZmZdz/l/z9ecjgccjgcHoz89Lni8/U44X+4tuApXFvwlEC8tv74I1iSTfHx2XI43LN2WN++ks0WrJ9+sikx0RGQVeIdO4Ik2dWgQY4cjtzTfr1AvLbgG8pzbcXH23XoUJD++CNbZ59dCdYQrMQq8jvGsgR82bJlWrp0qTZv3qz77rtPkkmgzz777LxjIiIitHfv3hJfY8KECRo3blyR/YsXL1Z4eLj7g/aAJUuWWB0CAhTXFjyFawueEijX1okTwdq/v68k6a+/vtY//2S77bVbtuykLVtiNGHC7+rXL/Aml/7444WS6ik1dZO+/HKH2143UK4t+J7Srq0qVdpJitWXX/6u0NBE7wUFr0tPTy/3sZYk4BkZGbrzzjv1+uuvq0aNGvnBBAcrLCws736VKlVKfTMPP/ywRo0alXc/JSVFcXFx6tWrlyIiIjwTvJs4HA4tWbJEPXv2VAhdRuBGXFvwFK4teEqgXVvr15vb2rWduu66Xm597cTEII0eLW3b1kqvv36WW1/bFzzxhPnT9IorWqlPn7PLOLpsgXZtwXeU59pauzZIK1dKYWEt1afPmV6OEN6UUoGJ/pYk4P/973/Vvn179e3bt9D+qKgoHTx4MO9+amqqQkNDS3ydsLCwQgm7S0hIiN/8kvWnWOFfuLbgKVxb8JRAubZc8z1btLC5/f0MHCiNHi19/32QDh8OUt26bn15y+3aZW6bNg12axf0QLm24HtKu7ZcTRh37LArJMTuxajgbRX5/WJJAj5r1iwdPHhQtWrVkmRK9nPmzJEkXXzxxXnHrV+/Xg0aNLAiRAAAgFPi7g7oBTVsKLVvL/30k7RggTRsmPvPYZW0NOnIEbMdiPPbUfmwFBmKY0kX9JUrV2rTpk369ddf9euvv6p///566qmn9Pfff+v777/XN998I4fDoeeff16XX365FSECAACcEnevAX6yQO2G7lqCrFYt00Ea8HeuBHzHDiknx9JQ4EMsqYDHxsYWul+9enXFxMQoJiZGL730kvr06aPq1aurVq1amjlzphUhAgAAnBJPLEFW0DXXSA89JC1bJh0+LEVHe+Y83uZagozqNwJFgwZSSIjkcEh79nBtw7B0HXCXmTNn6pZbbpEkDRs2TNu2bdOHH36o3377TXXq1LE2OAAAgArwdAW8WTOpdWtTUfv8c8+cwwquCjhrgCNQ2O1S48Zmm2HocPGJBPxk8fHxuuKKK1S9enWrQwEAACi3I0fy5zE3a+a58wTiMHQq4AhEzAPHyXwyAQcAAPBHruHnDRpI1ap57jwJCeZ28WKpAqvf+DQq4AhEJOA4GQk4AACAm3h6+LlLq1ZmjnlWlvTFF549l7dQAUcgIgHHyUjAAQAA3MTTDdhcbLbAG4ZOBRyByJWAJyZaGwd8Bwk4AACAm3irAi7lJ+CLFknp6Z4/nydlZ5su0RIVcASWpk3NLRVwuJCAAwAAuIm3KuCS1Lat6bCcni59/bXnz+dJe/earu4hIVLdulZHA7hPfLy5PXQocPo14PSQgAMAALiB05mfgHujAm6z5Tdj8/dh6K7533FxUhB/nSKARERIMTFmOynJ2ljgG/gVBwAA4AYHDkipqSaBdM379DRXAv7551JmpnfO6QnM/0YgoxEbCiIBBwAAcANX9btRIykszDvn7NhRqlfPDG1dutQ75/QEOqAjkJGAoyAScAAAADfwZgM2l6Ag6eqrzbY/D0OnAo5ARgKOgkjAAQAA3MCbDdgKcnVDX7jQdBP3R1TAEchIwFEQCTgAAIAbeLMBW0FdukjR0dLhw9J333n33O5CBRyBjAQcBZGAAwAAuIEVQ9AlKThYGjDAbPvjMHSnkwo4ApsrAd+xwyy3h8qNBBwAAOA05eZK27ebbW8PQZfyh6F/+qmJxZ8cPSodP2624+KsjQXwhNhYs8Z9Vpa0Z4/V0cBqJOAAAACnafduKSPDVKOtGEbdvbtZb3jfPmnNGu+f/3S4qt9nnCFVrWptLIAn2O1S48Zmm2HoIAEHAAA4Ta75302bmiTc28LCpH79zLa/DUNn/jcqA+aBw4UEHAAA4DRZNf+7INcw9Pnzzbxqf8H8b1QGJOBwIQEHAAA4TVZ1QC/o8sul8HCT0P7yi3VxVBQVcFQGJOBwOaUE/MEHHyzxsenTp59yMAAAAP7IqjXACwoPl664wmz70zB0KuCoDEjA4XJKCfiKFSuK7FuzZo2ys7P19ttvn3ZQAAAA/sQXhqBL+cPQP/nEf4ahUwFHZUACDpdyJeCNGzdWy5Yt1bx5c02ePFmRkZF6+eWXFR4erho1aqhfv3667777lJWVpRo1ang6ZgAAAJ+RnZ3/R7WVFXBJ6ttXCg01Hwhs3mxtLOVFBRyVQXy8uT14UEpNtTYWWKtcCXi9evUUERGhF154QcnJyQoJCZHT6dRbb72ls846S+ecc45CQ0MVHh7u6XgBAAB8yo4dJgmvUkVq0MDaWCIipF69zLY/DEPPyJAOHDDbVMARyGrWlKKjzXZSkrWxwFrlSsCrVKmisLAw1a9fv9D+GjVqKDg4WMFWrLcBAADgA1zzv5s1k4J8oL1twW7ovm7XLnMbHi5FRVkbC+BpDEOHdJpd0DMzM+V0OpWdna3c3Fylp6fL6S8TjgAAANzAFxqwFdS/v2S3S7/9Jm3fbnU0pSs4/9tmszYWwNNcCXhiorVxwFqnXLp2Op26/fbblZGRoY0bNyo7O1uNGjVSkC989AsAAOAlvtKAzSUqSurWTfrmGzMMvZTFayznmv/N8HNUBk2bmlsq4JXbKWfLNptN7733ntq2batRo0apXbt2OnjwoFq3bu3O+AAAAHyar1XApcLd0H2ZqwJOAzZUBgxBh3SaQ9Alk4gDAABUVr5WAZekq64yQ7p/+ik/yfVFVMBRmZCAQypnAn7s2DElJyfrl19+KbT/r7/+0vHjx3XixAmPBAcAAODLMjPzE1xfSsDr1pUuucRs+3IzNirgqExcCfiOHVJOjqWhwELlSsBr1aqlevXqaf78+WrUqJHS09MVERGhN998Uw6HQ0eOHFFWVpYOHTrk6XgBAAB8xl9/Sbm5Uo0aUp06VkdTmD90Q6cCjsokNlYKDpaysqS9e62OBlYpVxO2ZcuWFbr/8ssv65ZbbtEtt9ySt++HH35Q9erVdezYMXfGBwAA4LMKDj/3tVl5V18tjRghrVol7d9vquK+JDc3fxkyKuCoDOx2qXFjszrBX39JcXFWRwQrnNIc8E6dOhXZd9FFF6lKlSp66qmnTjsoAAAAf+CLDdhcGjaU2reXnE5pwQKroynqwAFTCQwKkho0sDoawDuYB45TSsCnTp1a4mNXXHHFKQcDAADgT3yxAVtBvtwN3TX8vEEDMywXqAxIwFGhBNzhcOjpp58u9Zh58+bpyJEjpxUUAACAP3BVwH09AV+2TDp82NpYTuZqwMb8b1QmrgQ8MdHaOGCdCiXgdrtdzz33nO6//349++yzmj9/vvbv35/3+LZt23T77bfrxx9/dHugAAAAvsaXh6BLUrNmUuvWpuPyZ59ZHU1hrgo4879RmVABR4US8KCgIFWtWlVnn3220tPTNX/+fHXs2FFt27bVyy+/rB49eujBBx9U7969PRUvAACATzh+XNqzx2z7agVcyq+Cv/WWNHu2tHy5byyBRAUclVHTpuaWBLzyKteMm6+//lpNmzZVs2bNVL16dQ0bNizvsX/++UdDhgzR8OHD1a1bNz300EMeCxYAAMBXbN9ubqOjpagoa2MpTUSEuV271nxJZjmkKVOkhATr4qICjsooPt7cHjwopaaaJQxRuZSrAv7mm2+qXbt2atSokY4dO6Z33nlHjz76qC699FJddNFFuvDCC5WUlKTQ0FA9//zzno4ZAADAcr7egE0ya4CPGlV0/5490sCB1q4RTgUclVHNmuZDO0lKSrI2FlijXBXw+fPnKzc3V8uXL9fcuXM1YcIE7dixQw888ICWL1+ed9ysWbPUunVr9evXTy1btvRUzAAAAJbz9QZsOTnS8OFmGbKTOZ1m3fIRI6QBA8z6xN5GBRyVVZMmpiniX3+ZHg2oXMpVAX/mmWc0fvx4/fnnn8rMzNT69es1ZMgQhYaG6t5779WPP/4op9Opm266SaNHj9bq1as9HTcAAIClfL0B28qV0u7dJT/udEq7dpnjvC0lRTp2zGyTgKOyoRFb5VauCvitt96qadOmaevWrQoNDdW1116rnj17atSoUapZs6ZWr14tp9OpJk2aaMSIER4OGQAAwHq+PgR93z73HudOruHnkZHMgUXlQwJeuZWrAj5x4kSlp6dr7969+umnn1S7dm0dOnRIx48fV3R0tH755Rc1adJEGzZs0KFDhzwdMwAAgOV8vQJer557j3Mn5n+jMiMBr9zKlYBHRkaqVq1aql69utavX6+jR48qOjpa5513nlJTU/XXX39p9+7dGj58OBVwAAAQ8I4dM12MJbPWti/q3Nl0O7fZin/cZpPi4sxx3sb8b1RmJOCVW7kS8HvvvVc//fSTzjzzTHXv3l2JiYm6+OKLtXTpUmVkZKhPnz4KCwvTfffdp23btmnbtm2ejhsAAMAyrup33bq+O4TabjdLjUnFJ+FOpzR5sjUN2KiAozJzJeBJSaZZIiqXciXg06ZN08UXX6wmTZooNjZWc+fO1U033aRq1aopIiJCmzZt0iuvvCJJuummm/Tpp596NGgAAAAr+frwc5eEBGnePKlBg6KPBQdLZ5/t/ZgkKuCo3GJjzb+/rCxp716ro4G3lasJ29ixYyVJR48eVfv27dW4cWO9+eabqlWrll588UUFBwer9f/30L/hhhtUq1YtjwUMAABgNV9vwFZQQoJZamzlStNwrW5d6fnnpa++koYOlb77TgoqV0nGfaiAozILDpYaN5a2bzfD0OPirI4I3lSuBNwlMjJSkZGRkqTu3btLkgYNGpT3uKspGwAAQCDzlwq4i90uXXpp/v2mTaVWraTvv5def1265x7vxkMFHJVdkyb5CXjXrlZHA28q8/POzMxMNSvQXSQ1NVVZWVnKyspSWlpa3v4nn3xSbdu2VQ4TGQAAQIDzpwp4cRo2lJ591mw/9FB+RdobHI78YbdUwFFZ0Yit8iozAQ8ODtb+/fvz7tesWVNVq1ZV1apV84aajx49WvPnz9dnn30muxWdPAAAALzE6cyvgPtrAi5Jd90ldeokpaVJw4aZ9+UNe/ZIublSaKh0xhneOSfga0jAK68yE3C73a7Q0NC8+40aNdJnn32m6dOnq+H/jxu67bbbtGbNGp155pmeixQAAMAHHDwoJSebzuJNm1odzakLCpKmTTOJ8KJF0ocfeue8rmp7w4ben3sO+AoS8MqrXHPAnU6n1q5dq7CwMEmSzWaTzWaT0+nUxRdfnHec3W7XwIEDNXz4cM9ECwAAYDFX9TsuTqpa1dpYTtdZZ0lPPCE9+qg0YoTUq5fnq9LM/wZIwCuzcjdhW7VqlV566aW8JFwyifiECRPy7u/Zs0c333yzbr/9doWHh7s3UgAAAB/gbw3YyjJ2rDRnjrRhgzR8uDR7tmfPRwd0ID8B/+cfMw2kenVr44H3lHvgz5gxY7Rnzx4dPnxYb7zxhj744AMdOXJEXbt21ZEjRxQSEqJBgwZp69atJN8AACBg+XsDtpOFhEjTp5vh4B99JH3+uWfPRwUckGrWlKKizHZSkrWxwLvKlYDbbLa87QceeEBdu3ZV796989YH//3333X55ZfrlVdeKdQxHQAAINAEQgO2k7VrJ40ZY7bvusvMcfcUKuCA4aqCJyZaGwe8q1wJeEZGhiZNmqRJkyapatWqstvtCg8PV4MGDbRy5Urdfffd+uGHH/TWW29p1apVno4ZAADAMq4KeKAMQXd58kmpWTPTpfzBBz13HirggME88MqpXHPAb7jhBu3cuVM2m025ubnKycnRiRMntG/fPu3Zs0fbtm3ThRdeqEcffVSXXHKJp2MGAACwhNMpbd9utgOpAi6ZhnJvvy116ya9+aY0eLDUtat7z+F0UgEHXFyrKJCAVy7lSsBfeeUVTZgwQffff7+ioqK0c+dONWrUSEePHlX16tWVnp6ud999V/fee69WrVqlV199tVwnP3bsmLZt26YWLVooMjLytN4IAACAp+3dK6WnS3a7FB9vdTTud+ml0p13mgR86FDpt9/c2+n98GHz/ZOk2Fj3vS7gj6iAV05lDkF3Op0aNGiQFixYoLS0NDkcDnXv3l2HDx/WsGHDdMYZZ+jee+9VbGysvv32Wz3yyCPlOvHcuXPVuHFjDR06VLGxsZo7d64kadOmTWrfvr0iIyM1duxYOZ3O03uHAAAAbuIafh4fb5qXBaLnnpPq1zeV/iefdO9ru6rfdetKVaq497UBf0MCXjmVmYAfOHBAwcHB+u6779SwYUO99957uvzyyxUdHa2PP/5YK1euVNOmTTV69GhdfPHF+uWXX8o8aXJysu6++25999132rhxo1599VWNHTtWmZmZ6tevn9q1a6d169Zpy5YtmjlzpjveJwAAwGkLxAZsJ6tZU3rjDbP94ovSzz+777WZ/w3kcyXgSUlSbq61scB7yhyCXrdu3bzqtCT17t1bvXr1kmTW/T7nnHN0zjnn6LHHHtO8efPyHitNSkqKJk+erNatW0uS2rZtq8OHD2vRokVKTk7WpEmTFB4ervHjx+uee+7RrbfeWuzrZGZmKjMzs9DrSpLD4ZDD4SgzDiu54vP1OOF/uLbgKVxb8BR/urZ+/z1Ikl3NmuXI4Qjcv5h795auu86uOXOCdNttTq1Zk+2Win9Skvn+xcXlyuHIOf0XLIM/XVvwL+64turUkYKDg5WVZdPOnQ6mZfixilwHNmc5x3jv2rVLdrtddrtdubm5qlmzppo2bap9+/adcqCSCfaOO+5QTk6OmjZtqh9++EFffvmlJDP8PTo6WkeOHCn2uU8++aTGjRtXZP+sWbNYixwAALjd+PEX6scf6+mOO35Tnz6BvXjvsWOhuu++7kpNDdUNN2zRtdf+edqv+c47rfTZZ800YMB23XrrZjdECfi3YcO6a//+6nrmmVVq1eqw1eHgFKWnp2vIkCFKTk5WREREqceWOwGPj4+XzWaT0+lURESE1q9fr/j4eO3cuVP16tVTdHS0zjnnHF1zzTW69tpryxXohg0bdNlllyk0NFRbt27Vf//7X2VkZBRq4la7dm398ccfxTZpK64CHhcXp0OHDpX5xq3mcDi0ZMkS9ezZUyGBOokMluDagqdwbcFT/Onaat06WL//btOXX2arR4/A71Pz4Yc23XprsMLCnPrpp2ydddbpvd7119v16adBeumlHN1zj+dHEPjTtQX/4q5rq08fu775JkjTpmXrX/8K/N8pgSolJUUxMTHlSsDL1QXd5a//7xDQunVrBQUFyW63SzLrhE+bNk1r1qzRTTfdpF69eqlmzZplvl7r1q21ePFijRw5UkOHDlXTpk0VFhZW6JgqVaooPT292AQ8LCysyPGSFBIS4je/ZP0pVvgXri14CtcWPMXXr62cnPxmSS1bBgdsE7aCbr5ZmjNHWrTIprvvDtGKFVJQmR2ESrZrl7lt0sSukBC7e4IsB1+/tuC/TvfaatpU+uYbaceOyvE7JVBV5Boo969Qm81W6uMdOnTQyJEjVadOHW13LZBZjtds166d3n33Xc2fP19RUVE6ePBgoWNSU1MVGhpa3jABAAA84u+/pawsKTRUiouzOhrvsNmk11+XqleXVq3Kb852qmjCBhRGJ/TK55Q+w8zOztYrr7xS7GN33nmnGjVqVOrzV6xYobFjx+bdDw0Nlc1mU8uWLbVmzZq8/UlJScrMzFRUVNSphAkAAOA2riXImjUz64BXFo0aSc8+a7YffDB/KbGKOnFCctVZyvhTEag0SMArnzIT8MWLF6tt27b6+6TftvPmzZPT6ZTT6SxUHX/kkUcUExNT6mu2aNFCb731lt566y3t2rVLjzzyiHr16qU+ffooJSVFM2bMkCSNHz9ePXr0yBvqDgAAYJXKsARZSe66S+rUSUpLk4YNk8rXQagw15+S1atLtWq5NTzAbzVtam5JwCuPMhPwqKgo3XDDDapTp07evuDgYC1fvlw7d+5UaGiojh07pvvuu6/cHdHr1aunefPmacqUKWrVqpXS09P13nvvKTg4WNOmTdO9996rmJgYLVy4UM8999ypvzsAAAA3cSXgLVpYG4cVgoKkadPM8PtFi6RZsyr+Gq4EvFEjM7QdQH4F/J9/zAdcCHxlJuAXXHCBRo8eXWyzs4YNG2rXrl1avXq1goKC1KZNG61du7ZcJ+7Zs6c2b96slJQUzZ07V7Vr15Yk9e/fX4mJiXr33Xe1detWnX322RV8SwAAAO7nGoJeGSvgknTWWdITT5jt4cNNwlARzP8GiqpZU3LNtk0K7JUN8f9Oo4+laaJWt25ddejQQVOmTNHLL7+svn37aseOHacVVN26ddW3b19FR0ef1usAAAC4S2Uegu4ydqzUpo10+LBJwiuiYAUcQD7mgVcu5U7AnU6nPv30U33yySdKSUnR/PnzlZmZqZ9//llHjx6VJF1//fW66aabdPgwi8gDAIDAkZWVX52qjEPQXUJCpOnTzZD0jz6SPv+8/M+lAg4UjwS8cin3OuCdOnXStGnTZLfbdd555+mdd97R2WefrVtvvVV//fWXmjRpooEDB+rBBx9UvXr1PBkzAACAVyUlSbm5UrVqUmX/M6ddO2nMGOn5501zti5dzDDaslABB4pHAl65lDsB/+CDD0p8LDc3V999952mTp2q8847T3/88Ydqluc3MQAAgB8oOPycBmLSk09K8+dL27dLDz1k1govCxVwoHgk4JXLac0Bz3uRoCBdeumlmj9/vtauXUvyDQAAAkplb8B2sqpVpbffNttvvCGtWFH68Tk50u7dZpsKOFCYKwFPTLQ2DniHWxLwguLj4939kgAAAJaiAVtRl14q3XGH2R46VDpxouRj9++XHA7JbmcIP3AyVwLumuqCwOb2BBwAACDQuCrglbkBW3Gef16qX98MRR83ruTjXPO/Y2Ol4HJPgAQqh7g48+8iK0vau9fqaOBpJOAAAABloAJevJo1zRB0SZo4Ufr55+KPY/43ULLg4PypGcwDD3wk4AAAAKU4cULatctsUwEvql8/6frrzTzvf//bDDU/GR3QgdLRiK3yIAEHAAAoxfbt5rZWLSk62tJQfNbUqVJUlLRhg6mEn4wKOFA6EvDKgwQcAACgFCxBVrYzzpCmTDHb48ZJ27YVfpwKOFA6EvDKgwQcAACgFDRgK58bbpCuuELKzDRd0Qt2c6YCDpSOBLzyIAEHAAAoBQ3Yysdmk15/XapeXVq1Kr85m0QFHCgLCXjlQQIOAABQCirg5deokfTss2b7wQdN4p2cbL4kKuBASVwJ+IED0vHj1sYCzyIBBwAAKAUV8Iq56y6pUycpLU26805p3jyzPyJCqlLF2tgAX1WrlhQZabapggc2EnAAAIASpKSYipREAl5eQUHStGlmbeOvvjLzwSXzvWzcWJo/39LwAJ/FMPTKgQQcAACgBK7q9xlnSDVrWhuLP9myRcrOLrp/zx5p4ECScKA4JOCVAwk4AABACRh+XnE5OdLw4cU/5nSa2xEjzHEA8jVtam5JwAMbCTgAAEAJaMBWcStXSrt3l/y40ynt2mWOA5CPCnjlQAIOAABQAirgFbdvn3uPAyoLEvDKgQQcAACgBCTgFVevnnuPAyoLVwKelCTl5lobCzyHBBwAAKAEDEGvuM6dpdhYyWYr/nGbTYqLM8cByBcXJ9ntUmYmI0QCGQk4AABAMQ4flo4eNdvNmlkbiz+x26UpU8z2yUm46/7kyeY4APmCg6VGjcw2w9ADFwk4AABAMVzV79hYKTzc2lj8TUKCNG+e1KBB4f2xsWZ/QoI1cQG+zjUMPTHR2jjgOcFWBwAAAOCLmP99ehISpAEDTLfzffvMnO/Onal8A6WhEVvgIwEHAAAoBgn46bPbpUsvtToKwH+QgAc+hqADAAAUgwZsALyNBDzwkYADAADL5ORIK1bY9N13DbRihU05OVZHlI8KOABva9rU3JKABy4ScAAAYIn586XGjaWePYM1adIF6tkzWI0bm/1WczqpgAPwPlcF/MAB6fhxa2OBZ5CAAwAAr5s/Xxo4UNq9u/D+PXvMfquT8P37zR+/QUH5fxADgKfVqiVFRprtpCRLQ4GHkIADAACvysmRhg83VeaTufaNGCFLh6O7hp83aiSFhloXB4DKh3nggY0EHAAAeNXKlUUr3wU5ndKuXeY4qzD8HIBVSMADGwk4AADwqn373HucJ9CADYBVSMADGwk4AADwqnr13HucJ1ABB2AVVwKemGhtHPAMEnAAAOBVnTubRkMlsdmkuDhznFWogAOwChXwwEYCDgAAvGr9eiktrfRjJk+W7HavhFNEbq60fbvZJgEH4G2uBDwpyfw+QmAhAQcAAF5z7Jh03XVSdrZ04YVSbGzRYyZNkhISvB5anl27pMxMKSTEdEEHAG+KizMfQGZmWtsLA55BAg4AALzC6ZRuu81UdeLjpa+/lnbskJYsydaoUevUqZMp9Xz1lbVxuoafN2kiBQdbGwuAyqfgh38MQw88JOAAAMArpkyRPv3UrKs9Z46ZB263S127OtWlyx69/XaOQkJMYr5okXVx0oANgNWYBx64SMABAIDHrV0rjR1rtidNki64oOgxzZpJ999vtkePlhwO78VXEA3YAFiNBDxwkYADAACPOnJEuv56M+/72mulu+8u+dj//EeKiZG2bpXeest7MRZEAg7AaiTggYsEHAAAeExurnTzzdLff5sK97RpZpmxktSqJY0bZ7afeEI6etQrYRbCEHQAViMBD1wk4AAAwGNefFH63/+ksDBp7lwpIqLs59xxh3T22dLhw9LTT3s+xoIcDtMkTqICDsA6JOCBiwQcAAB4xPffSw8/bLanTpXOO698zwsONom7JL38cv6QcG/YscMMla9aVWrQwHvnBYCCXAn4/v3S8ePWxgL3IgEHAABud/CgmfedkyMNGSLdfnvFnt+7t/lyOKQHHvBMjMVxJfvNmklB/JUEwCKRkWZKjpQ/KgeBgf9aAACAW+XmSjfdJO3ZI515pvTmm6XP+y7Jiy+aZcoWLJCWL3d3lMVzzf9m+DkAqzEMPTCRgAMAALd69lmzlnfVqmbed/Xqp/Y6Z58t3Xmn2R41ylTTPc1VAacBGwCrkYAHJhJwAADgNitWSI89ZrZffVU699zTe71x46SaNaX166X33jv9+MrCEmQAfEXTpuaWBDywkIADAAC3OHBAGjQof+mxW289/deMiclP6B95REpLO/3XLA1LkAHwFVTAAxMJOAAAOG05OdINN5iOvWefbarf7nLvvaYStH+/9Nxz7nvdk2VkmPXKJSrgAKxHAh6YSMABAMBpe/ppaelSKTzczPuuVs19rx0WJr3wgtmeODE/SXa3xETJ6ZRq1JDOOMMz5wCA8nIl4ElJZmQRAgMJOAAAOC1Ll5q52pLpeH722e4/x1VXSV27miq1a21xdyvYgO1UurYDgDvFxZmVIDIyzAggBAYScAAAcMr27TPrfDud0tCh0o03euY8Nps0aZK5nTVL+uEH95+DBmwAfElIiNSwodlOTLQ2FrgPCTgAADgl2dnS4MHSP/9IrVtLU6d69nxt25rmbpI0cqRJ+t2JBmwAfA3zwAMPCTgAADglTz5plh2rXt3M+65a1fPnfOYZM798zRrp44/d+9pUwAH4GhLwwGNZAr5w4UI1adJEwcHBOu+887R161ZJ0qZNm9S+fXtFRkZq7Nixcrr7420AAHDavvrKJMOSNG2a96rG9etLDz5oth98UDpxwn2v7aqAk4AD8BUk4IHHkgQ8MTFRt956q5599lnt2bNHLVq00NChQ5WZmal+/fqpXbt2WrdunbZs2aKZM2daESIAACjB7t35c73vuku6/nrvnn/0aCk21nRDf+kl97xmWpqZzy6RgAPwHSTggceSBHzr1q169tlndd1116lOnTq66667tH79ei1atEjJycmaNGmSmjZtqvHjx2v69OlWhAgAAIrhcEiDBkmHD0vnn28ao3lbeLj07LNme8IE93QH3r7d3EZHS1FRp/96AOAOTZuaWxLwwBFsxUmvvPLKQve3bdum5s2ba8OGDerQoYPCw8MlSa1bt9aWLVtKfJ3MzExlZmbm3U9JSZEkORwOORwOD0TuPq74fD1O+B+uLXgK1xYk6eGHg/T993ZFRDg1a1a27HaTlJ+OU7m2Bg6Upkyx66efgvTII7l6882c04phyxabpGA1b54rh+P0Xgu+g99b8BRvXVtxcZIUov37peRkh/4/TYKPqch1YHNaPMk6KytLrVq10qhRo7R9+3ZlZGTo1VdfzXu8du3a+uOPPxQZGVnkuU8++aTGuRYeLWDWrFl5STwAAHCPn36qo2ee6SBJeuCBH3Xxxfssjef33yP10ENdZLM5NWnScsXHp5zya82d20IffthS3br9reHD17sxSgA4PTfccIWOHw/V1KnfqmHDVKvDQTHS09M1ZMgQJScnKyIiotRjLamAF/TEE0+oWrVqGjp0qP7zn/8oLCys0ONVqlRRenp6sQn4ww8/rFGjRuXdT0lJUVxcnHr16lXmG7eaw+HQkiVL1LNnT4WEhFgdDgII1xY8hWurctu5U7r1VvNnw7335ujpp8+XdL5bXvtUr60+faSff87V3LlB+uyzrvrqqxzZbKcWw7x5dklS164N1KdPvVN7Efgcfm/BU7x5bbVoEaz166XY2C7q04cG1b7INRK7PCxNwL/99lu9+uqrWrt2rUJCQhQVFaVNmzYVOiY1NVWhoaHFPj8sLKxIwi5JISEhfvNL1p9ihX/h2oKncG1VPllZpuna0aNS+/bSiy/aFRJid/t5TuXaeuEF6bPPpGXLgvTVV0Hq3//Uzp2YaG5btvTMe4O1+L0FT/HGtdW0qbR+vfT338HiMvZNFbkGLFuGLCkpSYMHD9arr76qs88+W5LUvn17rVmzptAxmZmZiqIbCgAAlnnoIemHH6RataQ5c6QSPhe3RKNGkmsw3Jgx5sOCU8Ea4AB8lasTuuuDQvg3SxLwEydO6Morr9SAAQN09dVXKy0tTWlpaercubNSUlI0Y8YMSdL48ePVo0cP2e18Eg0AgBU+/TR/qa+ZM6XGja2MpngPPyzVqWOS6Ndeq/jzjx6VDh0y2yTgAHwNS5EFFksS8MWLF2vLli16++23VaNGjbyvPXv2aNq0abr33nsVExOjhQsX6rnnnrMiRAAAKr2//pJuvdVsjx4tDRhgbTwlqVFDevppsz1unFkirSJc1e969aTq1d0bGwCcLhLwwGJJAj5gwAA5nc4iX40bN1b//v2VmJiod999V1u3bs0bng4AALwnM1O67jopOVnq2NGst+3Lbr1VatNGOnbMJOEV8ccf5pbqNwBf5ErAk5Kk3FxrY8Hps2wOeGnq1q2rvn37Kjo62upQAAColMaMkX7+WYqKkj7+WD7f+MdulyZNMtuvvSb9/nv5n+uqgLdo4f64AOB0NWxofsdlZEj791sdDU6X5cuQAQAAIydHWrlS2rfPDIfu3Nn80eXt8x44IL3yinns/feluDjPx+AOl10m9e9vuqKPGSP973/lex4N2AD4spAQk4QnJZlh6PXrWx0RTodPVsABAKhs5s83Dc66dZOGDDG3jRub/d4+7+DB5rGHHjJrbfuTF16QgoOlL76Qliwp33NcQ9CpgAPwVcwDDxwk4AAAWGz+fGngQGn37sL79+wx+z2VhJd0XqfT3LZt65nzelKLFtI995jtUaOk7OzSj3c6qYAD8H0k4IGDBBwAAAvl5EjDh+cnvQW59o0YYY7z1nklyWYznc/dfV5vePxxKTJS2rRJmj699GP/+UdKSTHvt2lT78QHABVFAh44mAMOAICFVq4sWoEuyOmUdu2SzjtPqlXLfec9dqx85125Urr0Uved1xuioqQnnzQfMDz2mDRokFSzZvHHuqrfDRtKVap4LUQAqBAS8MBBAg4AgIX27SvfcZs2eTaOkpQ3Pl9z112mG/q2bWYJtWefLf44hp8D8AeuBDwx0do4cPpIwAEAsFC9euU7btw46Zxz3HfeTZukJ54o+7jyxudrQkKkiROlfv2kl16S7rxTio8vehwN2AD4A1cCvn+/lJ4uhYdbGw9OHQk4AAAW6txZio01DdeKm49ts5nHH33UvUuSDRggvf122eft3Nl95/S2vn2lHj2kb76RHnxQmjOn6DFUwAH4g8hIKSLC9Kx49VWpfXvvLVUJ96IJGwAAFrLbpSlTin/MZjO3kye7/4+sgud1nccb5/Umm02aNEkKCpLmzpVWrSp6jKsCTgIOwJd9+ql04oTZfuAB7y1VCfcjAQcAwGIJCdIjjxTdHxsrzZtnHvfUeefNkxo08O55vencc6WhQ832yJFSbm7+Y7m50vbtZpsh6AB8lWvJSIej8H5PL1UJzyABBwDAB+zfb24HDJBmzZKWLZOSkjyfBCckSDt2mPN587ze9NRTUo0a0rp10ocf5u/fs8dUlOx2U0kCAF9j1VKV8BwScAAALJadLS1YYLbvv18aPNgs/eWt4d92uzmft8/rLXXqmDn0kvTww9Lx42bbNf+7SRPTtA0AfE15l6pcudJ7MeH0kIADAGCx776TDh+WoqOlLl2sjiYwDR9uqtx79pju6BIN2AD4vvIuBemvS0ZWRiTgAABYzDV/76qrpGDWJ/GIKlWk5583288/bxJxGrAB8HXlXQrSX5eMrIxIwAEAsFBubn4Cfs011sYS6AYOlC65xKyh+9BD0po1+Y8xfxKAL3ItVXnyahUFnXGGfy8ZWdmQgAMAYKG1a83QwYgI6bLLrI4msLmWJZOkDz7IT8CnTGE5HwC+qbQlI12OHDErV8A/kIADAGChTz4xt/36SWFh1sZSGezaVfx+lvMB4KtKWzLywgtNI89Bg8wHjMV1S4dvIQEHAMAiTmd+As7wc89zLedTHJbzAeDLilsycscOafVq6b77zDGjR0sjR/I7zNfR6gUAAIv88ou0c6cUHi5dfrnV0QS+iiznc+mlXgsLAMrFtWTkyaZMkRo1ksaMMdu7d0vvvy9Vrer1EFEOVMABALCIa7hznz4mCYdnsZwPgEBks5nq9+zZUmioGVnVs6dZ3hK+hwQcAAALFBx+npBgbSyVBcv5AAhkgwZJX38t1awpff+91KmTlJRkdVQ4GQk4AAAW2LJF2rbNVCv69rU6msqhrOV8bDYpLo7lfAD4r0svNcl3XJz5P6ZjR+nnn62OCgWRgAMAYAFX9btXL7MEGTyvtOV8XPcnTzbHAYC/atXKLLPYurV04IDUtau0aJHVUcGFBBwAAAvQ/dwapS3nM28e0wEABIYGDUxDyR49pOPHzVKX06dbHRUkEnAAALxu+3bpt9+k4GCpf3+ro6l8ilvOJymJ5BtAYImIkL74QrrpJrM02dCh0pNPsla41ViGDAAAL3N1P+/WTYqKsjaWyqqk5XwAIJCEhkrvvis1bCg984w0bpz099/Sm29KISFWR1c5UQEHAMDL6H4OAPAWm016+mnpjTekoCBpxgwzJD011erIKicScAAAvGjXLunHH80fRFddZXU0AIDK4s47pQULpKpVzXJlXbtK+/ZZHVXlQwIOAIAXuYafX3KJVLeutbEAACqXfv2k5cul2rWl9evNMmVbt1odVeVCAg4AgBfR/RwAYKULL5RWr5aaNZN27pQ6dZJWrbI6qsqDBBwAAC85cCD/jxzmfwMArNKsmUnCL7pIOnrULFfm+oAYnkUCDgCAlyxYYJZ/ad9eiouzOhoAQGVWu7b07bdmOczMTOnaa6UpU6yOKvCRgAMA4CUMPwcA+JLwcNOb5K67zAfEI0ZIo0dLublWRxa4SMABAPCCI0ekZcvMNgk4AMBX2O3Sq69KEyaY+5MmSYMHSxkZ1sYVqEjAAQDwgs8+k7Kzpdatzdw7AAB8hc0mPfSQ9P77UkiINGeO1KuX+fA4J8d0Tp8929zm5FgdrX8LtjoAAAAqA9fyY1S/AQC+6sYbpXr1TKPQlSvNh8a5uYXXC4+NNXPFaSZ6aqiAAwDgYamp0uLFZps/WAAAvqx7d5N8R0VJe/YUTr4ls2/gwPwPllExJOAAAHjYF1+YDrMtWkitWlkdDQAApWvVSgoLK/4xp9PcjhjBcPRTQQIOAICHFex+brNZGwsAAGVZubJo5bsgp1Patcsch4ohAQcAwIPS06UvvzTbzP8GAPiD0pLvUzkO+UjAAQDwoK+/Nkl448ZS27ZWRwMAQNnq1XPvcchHAg4AgAe5mtQkJDD8HADgHzp3Nt3OS/p/y2aT4uLMcagYEnAAADwkK0v6/HOzTfdzAIC/sNvNUmNS8Um40ylNnmyOQ8WQgAMA4CFLl0rJyWaIXseOVkcDAED5JSRI8+ZJDRoU/zjJ96khAQcAwENc3c+vvloK4n9cAICfSUiQduyQli2TZs0yt2PHmsfuvtt8yIyKCbY6AAAAAlF2trRggdmm+zkAwF/Z7dKll+bfv+gi8//bn39KDzwgvfmmVZH5Jz6PBwDAA1aulA4flqKjpS5drI4GAAD3qFpVevtts/3WW9Ly5ZaG43dIwAEA8ADX8PMBA6RgxpsBAAJI167SsGFm+/bbzXKbKB8ScAAA3Cw3N3/5MYafAwAC0XPPmQZt27dLTz5pdTT+gwQcAAA3W7tW2rdPioiQune3OhoAANwvIkJ6/XWz/eKL0rp11sbjL0jAAQBwM9fw8379pLAwa2MBAMBT+vWTBg82I7/+/W/J4bA6It9HAg4AgBs5nfkJOMPPAQCBbsoU03D0t9+k55+3OhrfRwIOAIAbrV8v7dwphYdLl19udTQAAHhW7domCZekp56Stm61Nh5fRwIOAIAbuarfV1xhknAAAALdkCHm/72sLGnoUDMkHcUjAQcAwE0Yfg4AqIxsNumNN6Tq1aXVq6XXXrM6It9laQJ+6NAhxcfHa8eOHXn7Nm3apPbt2ysyMlJjx46V0+m0LkAAACpgyxZp2zYpNFTq29fqaAAA8J6GDc3SZJL00ENmOhaKsiwBP3TokK688spCyXdmZqb69eundu3aad26ddqyZYtmzpxpVYgAAFSIq/rdq5dZngUAgMpk2DDpkkuk48fNNrXUoixLwAcNGqQhQ4YU2rdo0SIlJydr0qRJatq0qcaPH6/p06dbFCEAABUzf765Zfg5AKAyCgqSpk0zS3B+9ZX0wQdWR+R7gq068dtvv634+HgNHz48b9+GDRvUoUMHhf9/15rWrVtry5YtJb5GZmamMjMz8+6npKRIkhwOhxw+vgidKz5fjxP+h2sLnsK1VbrERGnDhhDZ7U717p3NWqgVwLUFT+HagqdwbZWsSRPpP/8J0mOP2TVihFOXXZatM86wOirPqsh1YFkCHh8fX2RfSkpKof02m012u11Hjx5VZGRkkeMnTJigcePGFdm/ePHivCTe1y1ZssTqEBCguLbgKVxbxZs/v5mkVjrnnIP64Yc1Vofjl7i24ClcW/AUrq3itWxpU3x8FyUl1dKgQQc0ZszPVofkUenp6eU+1rIEvDjBwcEKCwsrtK9KlSpKT08vNgF/+OGHNWrUqLz7KSkpiouLU69evRTh45PvHA6HlixZop49eyokJMTqcBBAuLbgKVxbpXvmGbsk6fbbo9WnTx+Lo/EvXFvwFK4teArXVtni4qSLL3Zq1apYjRxZV/36Be6EcNdI7PLwqQQ8KipKmzZtKrQvNTVVoaGhxR4fFhZWJGGXpJCQEL/5h+BPscK/cG3BU7i2itq1S/rpJ7MMyzXX2BUSYrc6JL/EtQVP4dqCp3BtlezCC6UxY0xn9PvuC1b37lLNmlZH5RkVuQZ8ah3w9u3ba82a/GF7SUlJyszMVFRUlIVRAQBQOlfztUsukerWtTYWAAB8xRNPSM2bS3v3Sg88YHU0vsGnEvAuXbooJSVFM2bMkCSNHz9ePXr0kN1OJQEA4Lvofg4AQFFVq0pvv22233pLWr7c0nB8gk8l4MHBwZo2bZruvfdexcTEaOHChXrOtZo7AAA+6MABaeVKs3311dbGAgCAr+na1awJLkm33y5VoF9ZQLI8AXc6nWrcuHHe/f79+ysxMVHvvvuutm7dqrPPPtu64AAAKMOCBZLTKbVvLzVsaHU0AAD4nueekxo0kLZvl5580uporGV5Al6cunXrqm/fvoqOjrY6FAAASvXJJ+aW4ecAABQvIkJ6/XWz/eKL0rp11sZjJZ9MwAEA8AdHjkjLlpltEnAAAErWr580eLCUmyv9+9+Sw2F1RNYgAQcA4BR9/rmUnS21bi01a2Z1NAAA+LYpU6ToaOm336Tnn7c6GmuQgAMAcIpcw88TEqyNAwAAf1C7tknCJempp6StW62Nxwok4AAAnILUVGnxYrPN8HMAAMpnyBCpTx8pK0saOtQMSa9MSMABADgFX3whZWZKLVpIrVpZHQ0AAP7BZjMN2apXl1avll57zeqIvIsEHACAU1Cw+7nNZm0sAAD4k4YNzdJkkvTww9LOndbG400k4AAAVFB6uvTll2ab4ecAAFTcsGHSJZdIaWlm2+m0OiLvIAEHAkhOjrRihU3ffddAK1bYlJNjdUSBKSdHWr5cmj3b3PJ9rnwWLzZJeKNGUtu2VkcDAID/CQqSpk2TwsKkr76SPvjA6oi8gwQcCBDz50uNG0s9ewZr0qQL1LNnsBo3NvvhPq7vc7dupolIt27i+1wJFex+zvBzAABOzZlnSk88YbZHjJD++cfScLyCBBwIAPPnSwMHSrt3F96/Z4/ZT3LoHnyfIZmurZ9/brYZfg4AwOkZM0Y67zzpyBHp/vutjsbzSMABP5eTIw0fXvy8Gde+ESMYJn26+D7DZelSKTlZqldP6tjR6mgAAPBvISHS9OmS3S59/LH02WdWR+RZJOCAn1u5smhFtiCnU9q1yxyHU8f3GS6u4edXX23mrwEAgNPTtq2phEvSXXeZD7oDFX86AH5u3z73Hofi8X2GJGVnSwsXmm2GnwMA4D5PPCE1by7t3Ss98IDV0XhOsNUBADg9qanlO65ePc/GEejK+/3j++xeOTlmVMG+feZ727mzGaJmlZUrpUOHpOhoqUsX6+IAACDQVK1quqJ37Sq99ZZ03XXm/3xf+RvAXaiAA37sq6+kkSPLPq5mTbPOIk5d585STEzpx9jtUlSUd+KpDHyx47xr+PmAAVIwH2EDAOBWXbqYNcEl6fLLfetvAHchAQf81IwZ0pVXmrWIzz3XLIVU0nJIycmmqyQNwk7dnj1SRkbxj7m+7zk55lPbFSu8F1eg8sWO87m5+edl+DkAAJ7RqZO5Pfnv1kBZdYYEHPAzTqf01FPSbbeZX0w33iitWyfNmyc1aFD42Lg46dZbTYL4+utmzeL0dGvi9mdZWdL110tpaVLTpkW/z7Gx0syZ0sUXS8eOSb16mS6eODW+2nF+7VozDC4iQure3bvnBgCgMsjJkR5+uPjHAmXVGRJwwI84HNLtt5smFZL0yCPSe+9JoaEmud6xQ1qyJFujRq3TkiXZSkqS3nlHmjNHCgszyzpcdpl08KClb8PvPPywSb5q1ZKWLJF27pSWLZNmzTK3SUnSzTdL33xjfg5ZWdKgQdKLLxafRKJ0vtpx3jX8vF8/8+8JAAC4l6/+DeBOJOCAn0hLM/NOp083Sx+9/rr0zDOFh53b7VLXrk516bJHXbs68xpVDBxoksPISOmHH0ylNjHRmvfhbxYulCZNMtszZkjx8eb7fOml0uDB5tb1fa5a1XzYcf/95v6YMWaOvj9/SmsFX+w473Qy/BwAAE/zxb8B3I0EHPAD+/ebucWLFpkkb8GC/AYV5XXJJdLq1VKjRtL27VLHjtKPP3ok3ICRlCTdcovZHjVKuuqqsp9jt0uTJ5vqtyRNmWKGr5844aEgA1BmZvmO27rVLAvmDevXmxEm4eGmKQwAAHC/yrDqDAk4AlZOjrR8uTR7trn11yrktm0mWf7lF9OFe/lyMwT2VJx1lhlK3batGYZ+6aXS55+7M9rAkZlplr84dkzq0EF69tnyP9dmMwn7Rx+Z6QGffCL17CkdPuyxcANCdrY0YYJ0xx3lO/6//zVz8idOND8nT3INP7/iCpOEAwAA9+vc2fTWKamxsM1mehx17uzduNyJBBwByReXLzoV339vhovv2GESjTVrpAsvPL3XrFvXJPG9e5uq7FVXSW++6YZgA8zYsaa5XVSUaagWElLx17j+ejNnvFYt87Ps1MlU1VHUxo3mg45HHjG9Dtq2Lb6zv2vfdddJtWtLf/9tflaxsWbovyemVjid+Qk4w88BAPAcu92MHpSK/xtAMiMN/Xk9cBJwBBxfXL7oVMyfbzotHzliku41a6Rmzdzz2jVqmIZst91mllYaNkx69FEahrnMmye9/LLZfu89qWHDU3+tLl1M8t2wYf5ohp9/dk+cgcDhMJXsdu3M96VWLfM9L6mzf2ys2f/xxyb5nj5dOucc6fhx8zNr3tx8qLRihfuu5y1bzM8uNFTq29c9rwkAAIqXkFD63wAJCdbE5S4k4Agovrp8UUW9/LL5sCAz0ww3X7bMVPvcKSREmjZNevJJc3/8eNPJOyvLvefxN9u3S//+t9l+8EH3JFxnn20+QGnTRjpwIH8+f2W3YYN00UXS44+bRLx/f5Ps3nST+ZTb1dn/5I7zrv94q1QxHyL99psZadCnj/l3vnChmV7Rrp30/vunf027PrTr1cssQQYAADyrrL8B/BkJOAKKvy9dkJtrhtPef7+J9a67zB//nppzarOZJc2mTzdDed5/3yQxycmeOZ+vy8iQrr1WSkkxTeueftp9r12/vvTdd1KPHqZa26+f+b5XRllZ5oOfCy4wzc2ioqQPPzTNBU9uqlJSx/mCbDbzff3iC9OYbdgw06xw/XrpX/8y00+eeUY6dOjU4nUNPw+E//QBAPAX5fkbwB+RgCOglHdJgj17PBvHqcjMNPPVJ0409ydMkF59VQoO9vy5b7tN+t//pGrVpKVLzbBpX/weedrIkdKvv5pmdx995P7vfUSESRL/9S8zCmPoUPMBSGUa+r9+vdS+vTRunGm6dvXV0ubN5tovqeFKRZx1llmib9cuM6qjfn3ze+E//zFNW+680yTp5ZWYaCr1drup0AMAAJwOEnAElPIuSfDAA2aYd1qaZ+Mpr6NHzdJGrmZf778vPfSQexKS8urd28ybrVPHDOnt0MEkRpXF7NnSG2+Y7/kHHxSdd+QuoaHSzJkmIZSkp54yQ94dDs+cz1dkZkqPPWaS799+y/+Q45NPTGNAd4uOlh5+2AxX++ADMxw9I0N66y0zJeCKK6TFi8v+8MNV/e7WzbwmAADA6SABR0BJTS07abXZpL17zTDv2Fgz5Pvvv70TX3H+/tsMd16xwlRIFy2SbrzRmljatTNzlc880wzl79TJdEwPdNu25S999cgjnl/n2WYzjcfefFMKCpJmzDBD0lNTPXteq6xbZ4abP/20qfxfe635cOf66z3/IVNoqHTDDdJPP5kpAFddZc751Vfm53zuuaYXwsnrtLuWMXzrLXP/6qs9GycAAKgcSMARMKZNM38kuypaJS1f9MEH0muvSS1amLnOEydKTZqYZGDtWu/G/OuvptK8ZYupuK5caTqfWyk+Pn/JrORkk6R89JG1MXlSerpJCNPSzPwiV1M6b7jjDtMwLDxc+vpr05ytvNMo/EFGhvlAo0MHadMm00hw7lxpzhzpjDO8G4vNZtYM/fRT6c8/zQdw1aubDwJuv910qX/8cWn//sLLGLqWNXv6af9ZQQEAAPguEnD4PafTzKO9/XZTtbr5ZjOUu6SlC4YMMc3Ntm6VPv9cuuwy87w5c8wSUR07mu3sbM/GvWSJmWu9b59ZRmntWql1a8+es7yio01811xjGmYNHmw+qAjEucr332/WoK5Tx3TZ9Mac+4KuvNJUWmvXNvOjO3as2BxlX/XDD2Yt7wkTzL+vQYPMB00DB1odmdS0qVljdPduc103bGgatP33v2ae+DXXFG3muH+/fy1jCAAAfBMJOPyaw2EaiD31lLn/2GNmOO9115W9dEFQkEl+li41lehbbjHDVdeuNdXwpk3NH+fHjrk/7vfeM93GU1NN1XXlSvMBgS+pWtV8kDF8uLk/dqzZ9vUl3Cri/fdNJ3KbzXThLm8PAXdr394M/W/eXNq504w+WLXKmlhO14kTpsfCxRebDxLq1DFJ6+zZZt63L6lZUxo92lS558wxlfqSPnjzp2UMAQCA7yIBh99KTTUJ9MyZpkPxW2+ZRNw19LwiSxe0aWMS9507zTDU2rXN3OyxY01FbPjw/KGop8PpzF9vOzvbxPbVV1KtWqf/2p5gt0uTJ0uTJpn7L79shmufPF/WH23ZYparkswICquH/jdtKq1ebZLAo0fNslrz5lkbU0WtWSOdf770wgtmSb0bbzRDvH19/nRwsLmuJ0wo/ThfX8YQAAD4PhJw+KV9+8zw7cWLzfzZhQvNEPTTVbeuWR7p77/NnPJWrczc4KlTTXXy6qtNI6dTGYqdnW2Gvj/6qLn/4INmPnpY2OnH7WkjR5pqeGiomUPbvfupr6nsC44fNwlXerpJdF0dya0WE2NGZAwYYLqGX3ed+QDE16Wnm0pyp06moV29eubf5Pvv+1fn8PLOvw+kefoAAMC7SMAtkJMjrVhh03ffNdCKFTaGM1bQ1q2mSvjrr6aR04oVUt++7j1HlSpmaaiNG02Sf8UVJulesMA0yrrgApM8Z2UVfa6re/Ls2eY2J8ckfFdfbbpe22zSK69Izz5rhsH7i+uuM/PCa9Uylc5OnaS//jKPFfeefZXTKd19t6mA16tnhp6XNjrC28LDzdJXd99tYh05Uho1ylSUrfw+l/R7a9Uq6bzzzCgJp9OM7ti82T/XzC7vFASrpioAAIAA4AwgycnJTknO5ORkq0Mp0SefOJ2xsU6n+VPVfMXGmv0o23ffOZ21apnvW/PmTmdiovfOvWWL03nnnU5n1ar5P7t69ZzOZ55xOg8dMscU9/OtV8/pbNrUbFep4nR++qln48zKynIuWLDAmZWV5ZHX37zZ6WzY0LyfM85wOp97zr+u6enTTYxBQU7n8uVWR1Oy3FzzvXV9Tzt2dDobNLDm+1zcdd2ggdPZt6/TabOZ+/XrO53/+5/nY/Gk7GzzPl3v6eQvm83pjIszx8G9PP17C5UX1xY8hWsLBVUkD/Wj+pv/mz/fdNE9ubvunj101y2PuXOlnj1NU7SOHc182SZNvHf+li2lN94wc0CfecZUwfbtM0PK4+KkXr2K//nu22fmj1evLn37rVmH2J+dfbapgJ93nvTPP2Yovb9c07/9Jt1zj9n+73/NaAZfZbOZZmauCv2aNeb7WpA3vs+l/d764guTmt52m6l6u3skirfZ7aY7ulT8MoaSmRLgSyMmAACAfyEB95KcHNPIq7i5w3TXLdtLL5nO5JmZJoH95hvrOipHR5u1jXfsMHNc27Y1TcmWLCl9bnj16tKFF3otTI+qX990li9p/rovXtOpqWbed0aG1Lu39NBDVkdUPtdfL0VFFf+Yp7/Ppf3ecqld2zRA9NVGghWVkGCa35W0jGHBlRQAAAAqyssr3lZeK1cWrSAVVLC77qWXei0sn5eba5o7uRpR3XOPqVD5QgUqNNR0eb7hBtOkbcSI0o/fvz+wfr6//mo+ECmJL13TTqd0553SH3+YxOr99/1n/v3KldLBgyU/7vo+n3ee+5PgY8dK/70lmdh84WfsTgkJphHeypVmBEu9elLnzr7xewcAAPg3EnAvKW/X3FdeMY29LrwwcCpKpyojQ7rppvylmJ5/XhozpujQUKvZbKYZXHkEUvdkf+oY/dZbpnGZ3W66ufvaetSlKe/3b9Mmz8ZRGl/4GbubaxlDAAAAdyIB95Lyds395BPzZbOZOccdOpj5zh06mLm3/lK1O11HjpgK1KpVUkiI9O67Zs1sX1UZuyeX971s3iw5HObnaIX1680wasms89ypkzVxnKryfp/HjZPOOce95960yayRXpZAuq4BAAA8iQTcSzp3NnMI9+wpeT5lrVpSnz7SDz+Ypl1btpivd94xj0dEmMq4KyHv0KHkuaHFycnxjyGVO3aYZb9+/12qWdOsO92tm9VRla6sn6/NZh7v3Nn7sXlKea5pyTSsmzlTuvde6Y47KnbNnq7kZDPvOzNTuvJKM53B35T32nr0Uff/ex4wQHr77cp1XQMAAHhSJamnWq+s7ro2mzR9uul4vH276S792Wem2Ve3blK1alJKimk+9t//mm7D0dHSmWdKt9xiunNv2CBlZxd//vnzpcaNzWsNGWJuGzf2vS7V69ebDxh+/938Yb9qle8n31Ll7J5cnmt60CCpTh2TwD38sOkWf/fdZi62pzmd0tCh5sOshg3NKAp/HEFi5bVVGa9rAAAAT/LDP0f9V0W669auLfXrZ6qH335rmiH9+qv0+uvSzTdLLVqY4/74wyQWd92V34TpsstM4v7556ZBkr8sf/b111KXLqZZ2bnnSmvXun9IrSdVxu7JZb3n2bOlnTtNBbxNGyk93VzDZ55pKtLfflt69fx0vPqqiSEkRJozx7uVd3ez8tqqjNc1AACAp9icTk/9+et9KSkpqlmzppKTkxUREWF1OCXKyZGWLcvWokW/6oorzlO3bsGnVEE6fNgMV1+71qwR/MMPZqmlk9ntJS9R5BpCmpRkbRVrxgzp9ttNnJddZj4UqFnTunhOh9VD/R0Oh7788kv16dNHIV6aeF2e9+x0SsuXmyXl/ve//MS7dWtp5Egzx7+kZc0q6qefzFxvh8Ocr6wO9f7CymvLXb+3gOJY8XsLlQPXFjyFawsFVSQPZQ64Bex2qWtXp44f36OuXduc8h+x0dFmznifPuZ+To60datJxl1J+datpa8PbPVSUU6nGVLvavR0ww1mzntoqPdjcZfK2D25PO/ZZjPTCbp1k/780wxtnjFD+u036dZbzbrcd98tDRtW/q7yxTl6VLruOpN8X311fgO2QGDlteWu31sAAACVGUPQA4jdboZs3367mU++ZYtpoFQe115rKpBTp0o//miWQvM0h8PE6kq+H37YrM/sz8k3yqd5c7Pk3u7d0nPPmeHNBw6Ya6FhQzN3+1SW1XI6TTK/Y4cUH28+zPG1ZesAAABQeZGAB7hmzcp33KFD0kcfmWrhRReZjuudOpl1t+fNM/PF3SktzXRYnj7dNMZ67TVp/HiSpcomMlJ64AEzBWLWLKl9e9OxfPp00wegVy9p0SIpN7d8rzd5srRwofkQZ84c0xMBAAAA8BUMQQ9w5VnCqH59k/D89FP+0PUjR6TVq82XS2xs/hJoHTtK558vValSdgwnz1tt3lzq31/65RepalWT+Pfv7773DP8TEmJGYAwaZK65l14yy88tWWK+zjrLzOO+6SYpPDz/eQWvraNHpbFjzf5Jk6QLLrDkrQAAAAAlIgEPcK5lhAYONMl2wSTcVW2eOlW6/HLzJZljtm8vPJf8t9/McOG5c82XZKqM55+fn5B36GCGDxesYs+fb6rqBTuwu5rCxcSYZlwXXeTZ7wH8h81mRl506mSq4i+/LE2bZpalGzbMrHV9553SPfeYa/Pka0sy1+Ldd1sTPwAAAFAaEvBKwLWM0MnJSmysGbJ78jJCNpupUjdvLv3rX2ZfWpq0bl1+Qr5mjVni7IcfzJdrreB69fIT8sxM6fHHi1beXU3hnnyS5Bsli483lewnnzRzuadONUn5+PFm3nhJzQXXrjXVc5bHAgAAgK8hAa8kEhLMnOtTXcKoenXTfdnVgdnpNMmQKyFfu9asU75vn0l+Pv209Nez2UwSNWyYtcufwfdFRJjh5/fdZ+Z3T5okff996c8ZMcJc71xbAAAA8CUk4JWIO5cwstmkJk3M15AhZl96upnXvWaN9PnnJtkvidXLn8H/2O3mg6SoKLOUWUm4tgAAAOCrSMDhNuHh0iWXmK/Y2NITcJd9+zwfFwJLea8Zri0AAAD4GpYhg0fUq+fe4wAXri0AAAD4KxJweIRr+bOS1vW22aS4OHMcUBFcWwAAAPBXPpmAb9q0Se3bt1dkZKTGjh0rZ3ELWMOnuZY/k4omSq77kyfTJAsVx7UFAAAAf+VzCXhmZqb69eundu3aad26ddqyZYtmzpxpdVg4Ba7lzxo0KLw/NtbsZ5konCquLQAAAPgjn2vCtmjRIiUnJ2vSpEkKDw/X+PHjdc899+jWW28tcmxmZqYyMzPz7qekpEiSHA6HHA6H12I+Fa74fD3O09Wvn9Snj7RqlS1v+bNLLnHKbpcC/K1bhmuLa8tTKsu1Be/j2oKncG3BU7i2UFBFrgOb08fGd48bN04//PCDvvzyS0mS0+lUdHS0jhw5UuTYJ598UuPGjSuyf9asWQoPD/d4rAAAAACAyi09PV1DhgxRcnKyIiIiSj3W5yrgKSkpio+Pz7tvs9lkt9t19OhRRUZGFjr24Ycf1qhRowo9Ny4uTr169SrzjVvN4XBoyZIl6tmzp0JCQqwOBwGEawuewrUFT+HagqdwbcFTuLZQkGskdnn4XAIeHByssLCwQvuqVKmi9PT0Igl4WFhYkWMlKSQkxG/+IfhTrPAvXFvwFK4teArXFjyFawuewrUFSRW6BnyuCVtUVJQOHjxYaF9qaqpCQ0MtiggAAAAAgNPncwl4+/bttWbNmrz7SUlJyszMVFRUlIVRAQAAAABwenwuAe/SpYtSUlI0Y8YMSdL48ePVo0cP2VnUFwAAAADgx3xyDvi0adM0ePBgjR07VkFBQVq+fLnVYQEAAAAAcFp8LgGXpP79+ysxMVE///yzOnTooOjoaKtDAgAAAADgtPhkAi5JdevWVd++fa0OAwAAAAAAt/C5OeAAAAAAAAQiEnAAAAAAALyABBwAAAAAAC8gAQcAAAAAwAtIwAEAAAAA8AKf7YJ+KpxOpyQpJSXF4kjK5nA4lJ6erpSUFIWEhFgdDgII1xY8hWsLnsK1BU/h2oKncG2hIFf+6cpHSxNQCXhqaqokKS4uzuJIAAAAAACVSWpqqmrWrFnqMf/X3p0HRV3/fwB/LsuNrrDGDYGpgYyGohh4pFkzeJDpZJZHOSkmZuI46pRHqaNN38S7vHBC1GY0c0RGrUnUJGg4xAPxwEKRUEREEFYQFnZfvz8cdyR0VX7LssrzMbPj7Of9+Xz2/V6fvsfXfi6FPE2Z/pzQ6/UoLi5G+/btoVAoWrs7RlVVVcHX1xdFRUVQqVSt3R16gTBb1FKYLWopzBa1FGaLWgqzRQ8TEWg0Gnh5ecHKyvhV3i/UEXArKyv4+Pi0djeeiUql4j9aahHMFrUUZotaCrNFLYXZopbCbNEDTzry/QBvwkZERERERERkBizAiYiIiIiIiMyABXgrsbOzw+LFi2FnZ9faXaEXDLNFLYXZopbCbFFLYbaopTBb1Fwv1E3YiIiIiIiIiCwVj4ATERERERERmQELcCIiIiIiIiIzYAFOREREREREZAYswE2orKwMnTp1wtWrVw3Ltm3bhu7du8PZ2Rnjxo1DWVnZU7XFxMRAoVAYXl26dDHnUIiIiIiIiMjEWICbSFlZGSIjIxsV30eOHEFMTAzWrFmDs2fPoqqqCqNHj35iGwBkZ2fj0KFDqKioQEVFBU6fPm3uIZGFSEpKwiuvvAJra2v07NkTFy9eBACcO3cOoaGhcHFxwbx58/Dw/RRTUlLQrVs3vPTSS1i9enWj/e3duxd+fn7w8vLCrl27zDoWsiymztZrr73W6IfDqKgos46HLEdzsgUA+fn5UKvVTfZnLHfUtpg6WyNHjmw0b7399ttmGQdZnuZkKy4uDp6enrCxscGgQYNw48YNQxvnLXosIZN46623ZN26dQJACgoKRETko48+ks8//9ywzvnz5wWA3L5922hbfX29qFQq0Wg05h4GWZj8/HxxcXGRn3/+WUpKSuT999+Xfv36SW1trfj7+8u0adMkPz9fhg8fLvHx8SIiUlpaKiqVSpYuXSp///23hISEyLFjx0REJDc3V2xtbWXr1q1y9uxZ6dKli+Tl5bXmEKmVmDpb1dXV4ujoKKWlpVJRUSEVFRVSU1PTmkOkVtKcbImIXL58Wbp27Sr//a+JsdxR22LqbImIeHp6Sm5urmHeunv3rjmHRBaiOdlKTU0VNzc3SU5OlqKiIhk4cKCMHz9eRDhvkXEswE3kypUrIiKNCvBhw4bJihUrDOvk5eUJALlz547RtlOnTkm7du2kc+fOYm9vLxEREVJYWGjW8ZBlOHDggGzZssXw/tixY+Lg4CCJiYni4uIi1dXVIiJy5swZ6d+/v4iIrFmzRgIDA0Wv14uIyP79+2XChAkiIjJr1iyJiIgw7G/t2rWycOFCcw2HLIips5WWliZhYWFmHgVZouZkS0QkKChIYmNjmxRJxnJHbYups3Xt2jXx8PAwT+fJojUnW/Hx8ZKYmGjYJj4+Xrp16yYinLfIOJ6CbiKdOnVqsiwkJAQHDx6EXq8HACQkJCA0NBQdOnQw2nbhwgUEBARg586dOHv2LKytrfHpp5+adTxkGSIjIxv93V+6dAldu3ZFTk4OwsLC4OjoCOD+qb8XLlwAAOTk5ODNN9+EQqEAAPTt2xcnT540tA0ZMsSwv4fbqG0xdbaysrJw7do1uLq6wtnZGdOnT0ddXZ2ZR0WWoDnZAoCDBw9izJgxTfZnLHfUtpg6W1lZWdDpdPDx8YGTkxM+/PBDVFRUtPxAyOI0J1uffPIJRo0a1WQbgPMWGccCvAXNnTsXer0eISEhCA8Px//+9z/MnDnziW0TJkxAdnY2wsPD0bVrV2zcuBHJycmoqqpqzeFQK9NqtVi1ahWio6NRVVXV6EcfhUIBpVKJioqKJm0qlQrFxcUAYLSN2i5TZOvSpUsYMGAA0tLS8PvvvyM5ORlr1qwx+1jIsjxttoBH/5ANcN6iRzNFtvLy8hAcHIxDhw4hIyMDBQUFmD9/vln6T5brWbL1QHl5ObZs2YLo6GgAnLfIOBbgLcjZ2RmpqanYu3cvgoODERgYiPHjxz+x7b/c3Nyg1+sb3diB2p7FixfDyckJUVFRsLa2hp2dXaN2e3t71NTUNGl7sByA0TZqu0yRrc2bN2PXrl0ICAjA66+/jq+//hp79+416zjI8jxttozhvEWPYopszZ8/H8nJyQgODkaPHj0QGxvLeYuala0ZM2agX79+GDZsGADOW2ScdWt3oC3w8vLCvn37EBcXB6VS+cS2efPmoVevXoaCPD09HVZWVvD19TV738kyHDt2DBs2bEBGRgZsbGygVqtx7ty5RutoNBrY2tpCrVbj1q1bTZYDMNpGbZOpsvVfbm5uuH79eov2nSzbs2TLGM5b9F+mytZ/ubm54fbt26irq2tSdFHb0Jxsbd++HX/88QdycnIMyzhvkTE8Am4G33//PQIDAxtdJ2KsLTg4GIsWLcLRo0dx+PBhREdH4+OPPzZcf0JtS0FBAcaNG4cNGzYgKCgIABAaGor09PRG69TV1UGtVjdpO336NLy9vR+53cNt1PaYMlvh4eEoKioytKWnp8PPz89MIyFL86zZMobzFj3MlNn64IMPkJaWZnifnp4Od3d3Ft9tVHOylZ2djZkzZ2L37t1wd3c3rMd5i4xq7bvAvWjw0F3QRUTKy8tFrVZLVlZWk3WNtX355ZfSoUMHUavVEhMTw8ditFE1NTUSFBQkU6dOFY1GY3hptVpxdXU1PAojKipKIiMjRUTk1q1bYm9vL8nJyaLVamXo0KGGR96dOXNGnJyc5OzZs6LRaKRnz56ycuXKVhsftR5TZ2vKlCkybNgwycjIkISEBHFycpKEhIRWGx+1nuZk64GCgoImd6o2ljtqW0ydrWXLlkmfPn0kNTVVEhMTxd3dXZYsWWK28ZDlaE62bt68KR4eHrJs2bJG24hw3iLjWIATWbD9+/cLgCavgoICSUpKEkdHR+nYsaO4urrK+fPnDdtt2rRJbGxsxMXFRTp16iQlJSWGtgULFoitra2oVCrp3bs3n9XcRpk6WxUVFTJq1ChxcHAQPz8/2bhxY2sNjVpZc7Ml8ugiScT4nEZth6mzpdVqZfLkyeLk5CQeHh6ydOlSqa+vN+eQyEI0J1tr16595DYPcN6ix1GIiLTwQXYiaiElJSU4efIkwsLC0LFjx0ZtBQUFyMvLw8CBA9GuXbtGbRcuXMD169cxaNAgXpNEj9TcbBE9ibFsGcPc0ZM0N1tET8J5i0yJBTgRERERERGRGfAmbERERERERERmwAKciIiIiIiIyAxYgBMRERERERGZAQtwIiIiauLEiRMYNGgQLl++/EzbJSUlob6+vsnyGzdumKprREREzy0W4ERERBZOo9GgpqYGtbW10Ol0KC4uxsWLF3H8+HG4uroiPz8f+fn5KCoqMmyTlJSEX375xfB+w4YN2LVrFwDAx8cHV69eNfqZP/74IxwcHNC5c+en7md+fj7GjBlj2PeePXuwd+9e6HQ69OjR45mLeSIioheNdWt3gIiIiIyLjY1FVVUVNm7ciJSUFNTX1yMnJwc1NTXQ6/U4cuQICgoK8NdffyEtLQ0AEBQUhLCwMDg6OmL48OGIjY2FjY0NvvvuO5SWlmL48OFQKBTQaDTIyMiAl5eX4fP+/fdfbN++He7u7ujevTsA4O7du4bH6Gi1WtTU1GDPnj3o16+fYbtt27Zh4sSJ6Nq1KwBg8+bNGD16NJRKJUaOHIlff/0VM2fONNfXRkREZHH4GDIiIqLnQGZmJqZOnYq4uDiMHz8e9vb20Ov1uHLlCl599VXcu3cPJSUl8PX1xfHjx+Hh4YFDhw7Bw8MDV69exbfffovs7GwAgL+/P9LS0uDj4/PIz3rvvffg6+uLtWvXAgDu3LkDFxcX1NfXw9r60b/dV1ZWws/PD6mpqejRowf++ecf9OnTB4WFhXB2dsZvv/2GOXPm4Pz581AoFC3yHREREVk6HgEnIiJ6DuzcuRPTpk1DaGgocnNzYW9vj1u3biEsLAznzp1DRkYGvvjiCxw+fBg2NjYAgBEjRgC4X3AHBgZCRBoVvyICvV6Puro6ODo6AgAOHDiA5OTkZz5dfMmSJaisrISnpycAYOnSpZg2bRqcnZ0BAEOHDsXy5csRHx+PKVOm/H+/DiIioucSC3AiIiILl5ubi927d+PKlStQKpXIzMxESkoKamtrUVlZieXLl+PatWtoaGiAnZ0dMjIysH37dtjY2KBXr17YuHEjbty4AaVSCQBQKBTo378/AECv16O+vh6FhYUoLi7GpEmT8NVXX8HV1fWRfdHr9dDpdBAR2NraArh/dH779u2G9/v27cPRo0eRl5dn2E6hUGD9+vWIiIjAgAEDEBAQ0JJfGRERkUViAU5ERGThfvjhBzQ0NMDb2xuzZs3CkCFDmqzj4+OD0NBQAEDHjh3Rp08fpKWl4dixYzhx4sRTfY6npyfWr1+PAQMGQKlUolu3bgDuF90AEBwcDBFBQ0MDIiMjsXr1agDAunXrsHbtWsTExCA1NRWTJk1CQEAAvL29m5yyHhISgokTJyIrK4unohMRUZvDa8CJiIgs3MWLFxEYGIixY8di9OjRKC8vR2FhIWpra7Fjxw5Mnz4der0egYGBmDx5smG7zZs3IyMjAwkJCYiKisK+ffugUqkM7bW1tbC3t29yR/SysjL4+/vj7t27AJ58DXh9fT1sbGzg7OyMtLQ05OXl4d1338WWLVuQk5ODrVu3Arhf4KekpMDBwQG+vr4t8E0RERFZNh4BJyIisnCfffYZZsyYgczMTKxYsQINDQ3QarUoLy/Hvn37MGnSJOj1esN13I9iZ2eHBQsWYO7cuYZlx48fR3R0tOG9VqsFgKc6Mq3T6aDVauHg4GC45hwAPDw8DHdOLysra3R3da1WC5VKBQ8Pj6cfPBER0QuEBTgREZGFW7lyJSIiIuDv7w+9Xo/evXujQ4cOAICbN29i2LBh0Ov10Gg0WLFiBaZOndpkH1ZWVli1ahUSEhIMy6qrq+Hg4GB4v3DhQiQmJsLa2hr+/v6GQvrBKeg9e/Y0rKvX66HVapGfn//YfqelpWH27NmG97W1tY0+j4iIqK1hAU5ERGThgoOD4eHhgcrKSuh0OlRVVQEArl+/jvDw8CankAP3TwvPzMxEVlYWbt68idraWsyZM6fJEfCHT1mPjY1FbGxsk309OAX9zJkzj30MGXD/ruoPnD9/Hjk5ORg8eDAAoKGhAffu3YOTk9OzDp+IiOiFwQKciIjIws2bNw8vv/wypk2bhjfeeAMREREYMWIEPD09ERkZCY1GA6VSiZKSEhQXF+Pll1/G2LFjoVKpMHjwYPTq1QuDBw+GWq1GTk4O1Go1bG1t4e3tjTVr1uDixYvw9vZudH34w3Q6neFPYwW4VquFVqtFXl4e3nnnHXzzzTdwcnLCiRMncOrUKbi6uhrdnoiI6EXHm7ARERFZsJMnT2LChAlITU2Fq6srKioqsGPHDiQnJyMvLw+lpaWorq42nCbu4uKCTZs2ISkpCT/99BOsrKxQVFSEuLg4/PnnnygsLERVVRWqq6sN13w7ODigtLQU7dq1e2Qfrl27Bl9fX1RVVaF9+/aP7atSqcTly5cRExODvn37YtGiRQCAcePGIT8/H7Nnz8b48eNN/A0RERE9P1iAExERWTitVmt4xvbjPDhK/eBZ309Dr9ejrq4OOp3uscV3c+h0umfqBxERUVvBApyIiIiIiIjIDKxauwNEREREREREbQELcCIiIiIiIiIzYAFOREREREREZAYswImIiIiIiIjMgAU4ERERERERkRmwACciIiIiIiIyAxbgRERERERERGbAApyIiIiIiIjIDFiAExEREREREZnB/wEGu0d6fkaXDQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取建造年份\n",
    "data['建造年份'] = data['建造时间'].dropna().astype(int)\n",
    "\n",
    "# 计算每个年份的房源数量\n",
    "yearly_counts = data['建造年份'].value_counts().sort_index()\n",
    "\n",
    "# 绘制年份房源数量变化折线图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(yearly_counts.index, yearly_counts.values, marker='o', linestyle='-', color='b')\n",
    "plt.title('不同建造年份的房源数量变化')\n",
    "plt.xlabel('建造年份')\n",
    "plt.ylabel('房源数量')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "0aaa07e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算每个年份的平均房价\n",
    "yearly_avg_price = data.groupby('建造年份')['房价(/㎡)'].mean()\n",
    "\n",
    "# 绘制不同建造年份的房屋价格变化折线图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(yearly_avg_price.index, yearly_avg_price.values, marker='o', linestyle='-', color='g')\n",
    "plt.title('不同建造年份的房屋平均价格变化')\n",
    "plt.xlabel('建造年份')\n",
    "plt.ylabel('平均房价(/㎡)')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1525a342",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "xu",
   "language": "python",
   "name": "xu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
